In [1]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
%matplotlib inline

df = pd.read_csv('prosperLoanData.csv')
In [2]:
df.shape
Out[2]:
(113937, 81)
In [3]:
pd.set_option('display.max_columns', 500)
pd.set_option('display.max_rows', 500)
In [4]:
df.head()
Out[4]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
0 1021339766868145413AB3B 193129 2007-08-26 19:09:29.263000000 C 36 Completed 2009-08-14 00:00:00 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 18:41:46.780000000 640.0 659.0 2001-10-11 00:00:00 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 $25,000-49,999 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 00:00:00 Q3 2007 1F3E3376408759268057EDA 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258
1 10273602499503308B223C1 1209647 2014-02-27 08:28:07.900000000 NaN 36 Current NaN 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 08:28:14 680.0 699.0 1996-03-18 00:00:00 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 $50,000-74,999 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 00:00:00 Q1 2014 1D13370546739025387B2F4 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
2 0EE9337825851032864889A 81716 2007-01-05 15:00:47.090000000 HR 36 Completed 2009-12-17 00:00:00 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 14:09:10.060000000 480.0 499.0 2002-07-27 00:00:00 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 Not displayed True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 00:00:00 Q1 2007 5F7033715035555618FA612 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41
3 0EF5356002482715299901A 658116 2012-10-22 11:02:35.010000000 NaN 36 Current NaN 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 11:02:32 800.0 819.0 1983-02-28 00:00:00 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 $25,000-49,999 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 00:00:00 Q4 2012 9ADE356069835475068C6D2 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158
4 0F023589499656230C5E3E2 909464 2013-09-14 18:38:39.097000000 NaN 36 Current NaN 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 18:38:44 680.0 699.0 2004-02-20 00:00:00 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 $100,000+ True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 2013-09-20 00:00:00 Q3 2013 36CE356043264555721F06C 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20
In [5]:
df.tail()
Out[5]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
113932 E6D9357655724827169606C 753087 2013-04-14 05:55:02.663000000 NaN 36 Current NaN 0.22354 0.1864 0.1764 0.16490 0.0699 0.09500 4.0 C 5.0 1 IL Food Service Management Employed 246.0 True False NaN 2013-04-14 05:54:58 700.0 719.0 1997-09-01 00:00:00 9.0 9.0 41.0 9 209.0 0.0 0.0 0.0 0.0 7.0 1.0 0.0 7714.0 0.80 1886.0 37.0 0.83 3.0 0.13 $50,000-74,999 True 4333.333333 9BD7367919051593140DB62 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88485 10000 2013-04-22 00:00:00 Q2 2013 2EC435768441332602FDC15 364.74 3647.4000 2238.38 1409.0200 -75.58 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113933 E6DB353036033497292EE43 537216 2011-11-03 20:42:55.333000000 NaN 36 FinalPaymentInProgress NaN 0.13220 0.1110 0.1010 0.10070 0.0200 0.08070 6.0 A 8.0 7 PA Professional Employed 21.0 True False NaN 2011-11-03 20:42:53 700.0 719.0 1992-01-17 00:00:00 14.0 13.0 39.0 9 495.0 1.0 4.0 1.0 5062.0 4.0 0.0 0.0 15743.0 0.69 6658.0 39.0 0.92 0.0 0.11 $75,000-99,999 True 8041.666667 62D93634569816897D5A276 3.0 60.0 60.0 0.0 0.0 33501.0 4815.42 -26.0 0 NaN 28 55801 2000 2011-11-07 00:00:00 Q4 2011 55C4336679182766893E4FC 65.57 2330.5500 1997.16 333.3900 -30.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 22
113934 E6E13596170052029692BB1 1069178 2013-12-13 05:49:12.703000000 NaN 60 Current NaN 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 3.0 1 TX Other Employed 84.0 True False NaN 2013-12-13 05:49:15 700.0 719.0 2002-02-25 00:00:00 12.0 12.0 25.0 9 521.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 22147.0 0.73 7853.0 25.0 1.00 0.0 0.51 $25,000-49,999 True 2875.000000 DD1A370200396006300ACA0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123122 10000 2013-12-23 00:00:00 Q4 2013 0FE0370029359765342FDB5 273.35 546.7000 183.15 363.5500 -16.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 119
113935 E6EB3531504622671970D9E 539056 2011-11-14 13:18:26.597000000 NaN 60 Completed 2013-08-13 00:00:00 0.28408 0.2605 0.2505 0.24450 0.0850 0.15950 4.0 C 5.0 2 GA Food Service Full-time 94.0 True False NaN 2011-11-14 13:18:24 680.0 699.0 1993-12-01 00:00:00 11.0 11.0 22.0 7 488.0 1.0 4.0 0.0 0.0 0.0 1.0 0.0 11956.0 0.69 4137.0 19.0 0.80 1.0 0.48 $25,000-49,999 True 3875.000000 589536350469116027ED11B 1.0 16.0 16.0 0.0 0.0 5000.0 3264.37 -4.0 0 NaN 28 56401 15000 2011-11-21 00:00:00 Q4 2011 A33834861822272782621C8 449.55 21122.5600 15000.00 6122.5600 -235.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 274
113936 E6ED3600409833199F711B7 1140093 2014-01-15 09:27:37.657000000 NaN 36 Current NaN 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 NY Professor Employed 244.0 False False NaN 2014-01-15 09:27:40 680.0 699.0 1995-01-01 00:00:00 10.0 9.0 44.0 8 289.0 0.0 1.0 1.0 257.0 3.0 1.0 0.0 6166.0 0.80 675.0 36.0 0.75 0.0 0.23 $50,000-74,999 True 4583.333333 00AF3704550953269A64E40 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127508 2000 2014-01-21 00:00:00 Q1 2014 CE1E3704648000761C9F724 64.90 64.3307 47.25 17.0807 -1.70 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
In [6]:
df['RevolvingCreditBalance']
Out[6]:
0              0.0
1           3989.0
2              NaN
3           1444.0
4           6193.0
5          62999.0
6           5812.0
7           1260.0
8           9906.0
9           9906.0
10           387.0
11          1220.0
12          8624.0
13          9171.0
14         32898.0
15          9103.0
16         14030.0
17             NaN
18         18573.0
19          3140.0
20         20551.0
21           134.0
22         10050.0
23          7975.0
24          1349.0
25           331.0
26          2033.0
27          7246.0
28          2919.0
29         17451.0
30          4307.0
31             0.0
32         25224.0
33            41.0
34          4175.0
35          5328.0
36        103263.0
37          8672.0
38         14038.0
39             NaN
40         61284.0
41          2460.0
42             NaN
43          5985.0
44         34881.0
45         18590.0
46          4519.0
47         20812.0
48        153812.0
49         42592.0
50          3706.0
51          1287.0
52          7465.0
53          2599.0
54          2972.0
55          9037.0
56          4231.0
57          8477.0
58          8764.0
59         11540.0
60         45348.0
61           414.0
62         47816.0
63             NaN
64         11229.0
65         15885.0
66          1593.0
67         17778.0
68          3735.0
69         19961.0
70          7101.0
71          7610.0
72         11108.0
73           408.0
74           892.0
75          3208.0
76             NaN
77          7168.0
78         33572.0
79          9404.0
80          5538.0
81         22554.0
82          3726.0
83          2138.0
84         41278.0
85          5008.0
86          3120.0
87         22591.0
88         10173.0
89           262.0
90             NaN
91          1007.0
92             NaN
93         26085.0
94         17878.0
95         15615.0
96          9760.0
97             0.0
98          9058.0
99           685.0
100         5641.0
101        23493.0
102        21044.0
103        28228.0
104        79487.0
105         2130.0
106         6552.0
107         9899.0
108         6850.0
109        10796.0
110         1860.0
111            0.0
112         3768.0
113            0.0
114        12728.0
115        21906.0
116       241819.0
117         3754.0
118          987.0
119        26927.0
120        82422.0
121         8899.0
122            NaN
123           14.0
124         7273.0
125        10425.0
126        14669.0
127         1051.0
128            NaN
129          361.0
130         8296.0
131        12440.0
132        29078.0
133         8934.0
134         3975.0
135         5635.0
136         1632.0
137         7109.0
138           72.0
139         1424.0
140         1222.0
141        14383.0
142         1472.0
143         7818.0
144            3.0
145         7981.0
146            NaN
147          816.0
148        29026.0
149        14689.0
150         3522.0
151        27233.0
152        27699.0
153        16495.0
154        33454.0
155        14124.0
156         7324.0
157          742.0
158         2564.0
159          640.0
160        37796.0
161         4216.0
162            NaN
163        12354.0
164         3339.0
165        21703.0
166        40853.0
167        38586.0
168         4872.0
169         9310.0
170        33934.0
171         2875.0
172            NaN
173          554.0
174        32931.0
175        36795.0
176         7177.0
177        31382.0
178            NaN
179         4752.0
180         8250.0
181          175.0
182        14879.0
183         4438.0
184            NaN
185         2785.0
186         3029.0
187         8985.0
188         2856.0
189            0.0
190        16057.0
191            NaN
192         7164.0
193            NaN
194         3068.0
195        14718.0
196         5544.0
197          422.0
198         3155.0
199        21140.0
200          697.0
201        20289.0
202        13951.0
203        24144.0
204        19024.0
205        24947.0
206            NaN
207         5267.0
208        15336.0
209        52154.0
210        17830.0
211        12462.0
212         6472.0
213         7770.0
214         6915.0
215            NaN
216         6192.0
217            NaN
218        26084.0
219         7652.0
220          232.0
221         4590.0
222        32425.0
223         4135.0
224        55769.0
225        27809.0
226       152934.0
227         5384.0
228         7629.0
229         6104.0
230        21800.0
231         7951.0
232         3433.0
233        26027.0
234        29330.0
235        26416.0
236         4242.0
237        16119.0
238        12230.0
239        12833.0
240         3188.0
241            0.0
242        11847.0
243        22502.0
244         9197.0
245          154.0
246       112680.0
247            NaN
248        10202.0
249            NaN
            ...   
113687     27878.0
113688      5510.0
113689     19036.0
113690      8801.0
113691     26694.0
113692      2513.0
113693      6805.0
113694       985.0
113695     38378.0
113696      1725.0
113697     34434.0
113698      5503.0
113699      2313.0
113700     82494.0
113701       249.0
113702      4789.0
113703      6238.0
113704       550.0
113705     11930.0
113706     27110.0
113707      2504.0
113708     17100.0
113709      3808.0
113710      9361.0
113711      3527.0
113712         NaN
113713         0.0
113714         NaN
113715     12558.0
113716       833.0
113717      5152.0
113718     15652.0
113719     27658.0
113720      1619.0
113721     37769.0
113722      9087.0
113723      1196.0
113724       655.0
113725     15645.0
113726      1984.0
113727     15642.0
113728         NaN
113729      6074.0
113730      9233.0
113731      1872.0
113732         NaN
113733     11084.0
113734     12253.0
113735         NaN
113736         NaN
113737     19685.0
113738      8688.0
113739      3139.0
113740     25101.0
113741     11349.0
113742      7466.0
113743      4600.0
113744     65018.0
113745     11024.0
113746     11152.0
113747     28581.0
113748     15954.0
113749     95333.0
113750      1515.0
113751      7326.0
113752     19819.0
113753      1057.0
113754     13010.0
113755     12360.0
113756      5530.0
113757       499.0
113758         0.0
113759     27115.0
113760     13869.0
113761      9595.0
113762     10427.0
113763     13273.0
113764     16145.0
113765      4552.0
113766     10092.0
113767         0.0
113768         NaN
113769      3146.0
113770     19779.0
113771     41429.0
113772     14514.0
113773      7540.0
113774     43357.0
113775     84364.0
113776     32363.0
113777      1252.0
113778     31415.0
113779     18869.0
113780       761.0
113781      3792.0
113782      4999.0
113783     17769.0
113784    105680.0
113785         0.0
113786      1564.0
113787     42640.0
113788     22470.0
113789     19308.0
113790     27751.0
113791     28470.0
113792     30791.0
113793     18243.0
113794      6696.0
113795     13571.0
113796    171041.0
113797         NaN
113798     14410.0
113799     28574.0
113800       777.0
113801      3303.0
113802      7074.0
113803     26535.0
113804       844.0
113805      3045.0
113806      9651.0
113807      1052.0
113808      4581.0
113809      8247.0
113810     21189.0
113811     20019.0
113812      3450.0
113813     25330.0
113814         0.0
113815     17361.0
113816     26964.0
113817      9223.0
113818     44788.0
113819         NaN
113820      3181.0
113821     10465.0
113822      7100.0
113823         0.0
113824      5405.0
113825         NaN
113826      2708.0
113827      2384.0
113828     48246.0
113829       352.0
113830      4157.0
113831     10329.0
113832     25153.0
113833      3638.0
113834     17787.0
113835      4859.0
113836      9333.0
113837     84730.0
113838     50317.0
113839         0.0
113840      3224.0
113841     20354.0
113842      7607.0
113843      3914.0
113844      1515.0
113845     12406.0
113846      4093.0
113847     20572.0
113848         NaN
113849     14321.0
113850      6160.0
113851     23153.0
113852        73.0
113853       597.0
113854      1402.0
113855      5584.0
113856       545.0
113857     25713.0
113858     11856.0
113859      9418.0
113860     24193.0
113861      9772.0
113862      2881.0
113863      6601.0
113864      1220.0
113865     14348.0
113866      3648.0
113867      3533.0
113868     10041.0
113869     30990.0
113870     29604.0
113871      1926.0
113872      6975.0
113873      3191.0
113874     10496.0
113875      4251.0
113876      7966.0
113877      8484.0
113878    141157.0
113879     15400.0
113880      9835.0
113881      5177.0
113882     13048.0
113883     11371.0
113884     26508.0
113885      4420.0
113886      2296.0
113887      8521.0
113888       205.0
113889     47208.0
113890      6323.0
113891       676.0
113892      6477.0
113893     75931.0
113894         0.0
113895     30821.0
113896      4339.0
113897      2973.0
113898      1238.0
113899      2339.0
113900     15411.0
113901     34336.0
113902         NaN
113903     20907.0
113904     36147.0
113905      9528.0
113906     22693.0
113907     14805.0
113908       751.0
113909      3827.0
113910     24976.0
113911      2388.0
113912      1031.0
113913     36443.0
113914         NaN
113915     21812.0
113916      2343.0
113917      3246.0
113918     40731.0
113919     17359.0
113920      6946.0
113921         NaN
113922      4535.0
113923      2401.0
113924      8044.0
113925      8753.0
113926         NaN
113927     89961.0
113928         4.0
113929      1109.0
113930      3245.0
113931       566.0
113932      7714.0
113933     15743.0
113934     22147.0
113935     11956.0
113936      6166.0
Name: RevolvingCreditBalance, Length: 113937, dtype: float64
In [7]:
print(list(df))

print('How many variables are in the dataset?: ',df.shape[1])
['ListingKey', 'ListingNumber', 'ListingCreationDate', 'CreditGrade', 'Term', 'LoanStatus', 'ClosedDate', 'BorrowerAPR', 'BorrowerRate', 'LenderYield', 'EstimatedEffectiveYield', 'EstimatedLoss', 'EstimatedReturn', 'ProsperRating (numeric)', 'ProsperRating (Alpha)', 'ProsperScore', 'ListingCategory (numeric)', 'BorrowerState', 'Occupation', 'EmploymentStatus', 'EmploymentStatusDuration', 'IsBorrowerHomeowner', 'CurrentlyInGroup', 'GroupKey', 'DateCreditPulled', 'CreditScoreRangeLower', 'CreditScoreRangeUpper', 'FirstRecordedCreditLine', 'CurrentCreditLines', 'OpenCreditLines', 'TotalCreditLinespast7years', 'OpenRevolvingAccounts', 'OpenRevolvingMonthlyPayment', 'InquiriesLast6Months', 'TotalInquiries', 'CurrentDelinquencies', 'AmountDelinquent', 'DelinquenciesLast7Years', 'PublicRecordsLast10Years', 'PublicRecordsLast12Months', 'RevolvingCreditBalance', 'BankcardUtilization', 'AvailableBankcardCredit', 'TotalTrades', 'TradesNeverDelinquent (percentage)', 'TradesOpenedLast6Months', 'DebtToIncomeRatio', 'IncomeRange', 'IncomeVerifiable', 'StatedMonthlyIncome', 'LoanKey', 'TotalProsperLoans', 'TotalProsperPaymentsBilled', 'OnTimeProsperPayments', 'ProsperPaymentsLessThanOneMonthLate', 'ProsperPaymentsOneMonthPlusLate', 'ProsperPrincipalBorrowed', 'ProsperPrincipalOutstanding', 'ScorexChangeAtTimeOfListing', 'LoanCurrentDaysDelinquent', 'LoanFirstDefaultedCycleNumber', 'LoanMonthsSinceOrigination', 'LoanNumber', 'LoanOriginalAmount', 'LoanOriginationDate', 'LoanOriginationQuarter', 'MemberKey', 'MonthlyLoanPayment', 'LP_CustomerPayments', 'LP_CustomerPrincipalPayments', 'LP_InterestandFees', 'LP_ServiceFees', 'LP_CollectionFees', 'LP_GrossPrincipalLoss', 'LP_NetPrincipalLoss', 'LP_NonPrincipalRecoverypayments', 'PercentFunded', 'Recommendations', 'InvestmentFromFriendsCount', 'InvestmentFromFriendsAmount', 'Investors']
How many variables are in the dataset?:  81
In [8]:
df.head(1)
Out[8]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
0 1021339766868145413AB3B 193129 2007-08-26 19:09:29.263000000 C 36 Completed 2009-08-14 00:00:00 0.16516 0.158 0.138 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 18:41:46.780000000 640.0 659.0 2001-10-11 00:00:00 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.0 1500.0 11.0 0.81 0.0 0.17 $25,000-49,999 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 00:00:00 Q3 2007 1F3E3376408759268057EDA 330.43 11396.14 9425.0 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258
In [9]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 81 columns):
ListingKey                             113937 non-null object
ListingNumber                          113937 non-null int64
ListingCreationDate                    113937 non-null object
CreditGrade                            28953 non-null object
Term                                   113937 non-null int64
LoanStatus                             113937 non-null object
ClosedDate                             55089 non-null object
BorrowerAPR                            113912 non-null float64
BorrowerRate                           113937 non-null float64
LenderYield                            113937 non-null float64
EstimatedEffectiveYield                84853 non-null float64
EstimatedLoss                          84853 non-null float64
EstimatedReturn                        84853 non-null float64
ProsperRating (numeric)                84853 non-null float64
ProsperRating (Alpha)                  84853 non-null object
ProsperScore                           84853 non-null float64
ListingCategory (numeric)              113937 non-null int64
BorrowerState                          108422 non-null object
Occupation                             110349 non-null object
EmploymentStatus                       111682 non-null object
EmploymentStatusDuration               106312 non-null float64
IsBorrowerHomeowner                    113937 non-null bool
CurrentlyInGroup                       113937 non-null bool
GroupKey                               13341 non-null object
DateCreditPulled                       113937 non-null object
CreditScoreRangeLower                  113346 non-null float64
CreditScoreRangeUpper                  113346 non-null float64
FirstRecordedCreditLine                113240 non-null object
CurrentCreditLines                     106333 non-null float64
OpenCreditLines                        106333 non-null float64
TotalCreditLinespast7years             113240 non-null float64
OpenRevolvingAccounts                  113937 non-null int64
OpenRevolvingMonthlyPayment            113937 non-null float64
InquiriesLast6Months                   113240 non-null float64
TotalInquiries                         112778 non-null float64
CurrentDelinquencies                   113240 non-null float64
AmountDelinquent                       106315 non-null float64
DelinquenciesLast7Years                112947 non-null float64
PublicRecordsLast10Years               113240 non-null float64
PublicRecordsLast12Months              106333 non-null float64
RevolvingCreditBalance                 106333 non-null float64
BankcardUtilization                    106333 non-null float64
AvailableBankcardCredit                106393 non-null float64
TotalTrades                            106393 non-null float64
TradesNeverDelinquent (percentage)     106393 non-null float64
TradesOpenedLast6Months                106393 non-null float64
DebtToIncomeRatio                      105383 non-null float64
IncomeRange                            113937 non-null object
IncomeVerifiable                       113937 non-null bool
StatedMonthlyIncome                    113937 non-null float64
LoanKey                                113937 non-null object
TotalProsperLoans                      22085 non-null float64
TotalProsperPaymentsBilled             22085 non-null float64
OnTimeProsperPayments                  22085 non-null float64
ProsperPaymentsLessThanOneMonthLate    22085 non-null float64
ProsperPaymentsOneMonthPlusLate        22085 non-null float64
ProsperPrincipalBorrowed               22085 non-null float64
ProsperPrincipalOutstanding            22085 non-null float64
ScorexChangeAtTimeOfListing            18928 non-null float64
LoanCurrentDaysDelinquent              113937 non-null int64
LoanFirstDefaultedCycleNumber          16952 non-null float64
LoanMonthsSinceOrigination             113937 non-null int64
LoanNumber                             113937 non-null int64
LoanOriginalAmount                     113937 non-null int64
LoanOriginationDate                    113937 non-null object
LoanOriginationQuarter                 113937 non-null object
MemberKey                              113937 non-null object
MonthlyLoanPayment                     113937 non-null float64
LP_CustomerPayments                    113937 non-null float64
LP_CustomerPrincipalPayments           113937 non-null float64
LP_InterestandFees                     113937 non-null float64
LP_ServiceFees                         113937 non-null float64
LP_CollectionFees                      113937 non-null float64
LP_GrossPrincipalLoss                  113937 non-null float64
LP_NetPrincipalLoss                    113937 non-null float64
LP_NonPrincipalRecoverypayments        113937 non-null float64
PercentFunded                          113937 non-null float64
Recommendations                        113937 non-null int64
InvestmentFromFriendsCount             113937 non-null int64
InvestmentFromFriendsAmount            113937 non-null float64
Investors                              113937 non-null int64
dtypes: bool(3), float64(50), int64(11), object(17)
memory usage: 68.1+ MB
In [10]:
df.isnull().sum()
Out[10]:
ListingKey                                  0
ListingNumber                               0
ListingCreationDate                         0
CreditGrade                             84984
Term                                        0
LoanStatus                                  0
ClosedDate                              58848
BorrowerAPR                                25
BorrowerRate                                0
LenderYield                                 0
EstimatedEffectiveYield                 29084
EstimatedLoss                           29084
EstimatedReturn                         29084
ProsperRating (numeric)                 29084
ProsperRating (Alpha)                   29084
ProsperScore                            29084
ListingCategory (numeric)                   0
BorrowerState                            5515
Occupation                               3588
EmploymentStatus                         2255
EmploymentStatusDuration                 7625
IsBorrowerHomeowner                         0
CurrentlyInGroup                            0
GroupKey                               100596
DateCreditPulled                            0
CreditScoreRangeLower                     591
CreditScoreRangeUpper                     591
FirstRecordedCreditLine                   697
CurrentCreditLines                       7604
OpenCreditLines                          7604
TotalCreditLinespast7years                697
OpenRevolvingAccounts                       0
OpenRevolvingMonthlyPayment                 0
InquiriesLast6Months                      697
TotalInquiries                           1159
CurrentDelinquencies                      697
AmountDelinquent                         7622
DelinquenciesLast7Years                   990
PublicRecordsLast10Years                  697
PublicRecordsLast12Months                7604
RevolvingCreditBalance                   7604
BankcardUtilization                      7604
AvailableBankcardCredit                  7544
TotalTrades                              7544
TradesNeverDelinquent (percentage)       7544
TradesOpenedLast6Months                  7544
DebtToIncomeRatio                        8554
IncomeRange                                 0
IncomeVerifiable                            0
StatedMonthlyIncome                         0
LoanKey                                     0
TotalProsperLoans                       91852
TotalProsperPaymentsBilled              91852
OnTimeProsperPayments                   91852
ProsperPaymentsLessThanOneMonthLate     91852
ProsperPaymentsOneMonthPlusLate         91852
ProsperPrincipalBorrowed                91852
ProsperPrincipalOutstanding             91852
ScorexChangeAtTimeOfListing             95009
LoanCurrentDaysDelinquent                   0
LoanFirstDefaultedCycleNumber           96985
LoanMonthsSinceOrigination                  0
LoanNumber                                  0
LoanOriginalAmount                          0
LoanOriginationDate                         0
LoanOriginationQuarter                      0
MemberKey                                   0
MonthlyLoanPayment                          0
LP_CustomerPayments                         0
LP_CustomerPrincipalPayments                0
LP_InterestandFees                          0
LP_ServiceFees                              0
LP_CollectionFees                           0
LP_GrossPrincipalLoss                       0
LP_NetPrincipalLoss                         0
LP_NonPrincipalRecoverypayments             0
PercentFunded                               0
Recommendations                             0
InvestmentFromFriendsCount                  0
InvestmentFromFriendsAmount                 0
Investors                                   0
dtype: int64
In [11]:
df.duplicated().sum() #No duplicated
Out[11]:
0
In [12]:
df.nunique()
Out[12]:
ListingKey                             113066
ListingNumber                          113066
ListingCreationDate                    113064
CreditGrade                                 8
Term                                        3
LoanStatus                                 12
ClosedDate                               2802
BorrowerAPR                              6677
BorrowerRate                             2294
LenderYield                              2283
EstimatedEffectiveYield                  1582
EstimatedLoss                             120
EstimatedReturn                          1476
ProsperRating (numeric)                     7
ProsperRating (Alpha)                       7
ProsperScore                               11
ListingCategory (numeric)                  21
BorrowerState                              51
Occupation                                 67
EmploymentStatus                            8
EmploymentStatusDuration                  605
IsBorrowerHomeowner                         2
CurrentlyInGroup                            2
GroupKey                                  706
DateCreditPulled                       112992
CreditScoreRangeLower                      26
CreditScoreRangeUpper                      26
FirstRecordedCreditLine                 11585
CurrentCreditLines                         54
OpenCreditLines                            52
TotalCreditLinespast7years                118
OpenRevolvingAccounts                      48
OpenRevolvingMonthlyPayment              2834
InquiriesLast6Months                       50
TotalInquiries                            102
CurrentDelinquencies                       47
AmountDelinquent                         7059
DelinquenciesLast7Years                   100
PublicRecordsLast10Years                   25
PublicRecordsLast12Months                   7
RevolvingCreditBalance                  38555
BankcardUtilization                       201
AvailableBankcardCredit                 31829
TotalTrades                               108
TradesNeverDelinquent (percentage)         98
TradesOpenedLast6Months                    19
DebtToIncomeRatio                        1207
IncomeRange                                 8
IncomeVerifiable                            2
StatedMonthlyIncome                     13502
LoanKey                                113066
TotalProsperLoans                           9
TotalProsperPaymentsBilled                130
OnTimeProsperPayments                     127
ProsperPaymentsLessThanOneMonthLate        41
ProsperPaymentsOneMonthPlusLate            17
ProsperPrincipalBorrowed                 1442
ProsperPrincipalOutstanding             13875
ScorexChangeAtTimeOfListing               372
LoanCurrentDaysDelinquent                2411
LoanFirstDefaultedCycleNumber              43
LoanMonthsSinceOrigination                 94
LoanNumber                             113066
LoanOriginalAmount                       2468
LoanOriginationDate                      1873
LoanOriginationQuarter                     33
MemberKey                               90831
MonthlyLoanPayment                      23567
LP_CustomerPayments                     78523
LP_CustomerPrincipalPayments            49828
LP_InterestandFees                      78751
LP_ServiceFees                          19813
LP_CollectionFees                        6175
LP_GrossPrincipalLoss                   15848
LP_NetPrincipalLoss                     15709
LP_NonPrincipalRecoverypayments          2631
PercentFunded                             719
Recommendations                            17
InvestmentFromFriendsCount                 14
InvestmentFromFriendsAmount               726
Investors                                 751
dtype: int64
In [13]:
df.describe()
Out[13]:
ListingNumber Term BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperScore ListingCategory (numeric) EmploymentStatusDuration CreditScoreRangeLower CreditScoreRangeUpper CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio StatedMonthlyIncome TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
count 1.139370e+05 113937.000000 113912.000000 113937.000000 113937.000000 84853.000000 84853.000000 84853.000000 84853.000000 84853.000000 113937.000000 106312.000000 113346.000000 113346.000000 106333.000000 106333.000000 113240.000000 113937.00000 113937.000000 113240.000000 112778.000000 113240.000000 106315.000000 112947.000000 113240.000000 106333.000000 1.063330e+05 106333.000000 106393.000000 106393.000000 106393.000000 106393.000000 105383.000000 1.139370e+05 22085.000000 22085.000000 22085.000000 22085.000000 22085.000000 22085.000000 22085.000000 18928.000000 113937.000000 16952.000000 113937.000000 113937.000000 113937.00000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000 113937.000000
mean 6.278857e+05 40.830248 0.218828 0.192764 0.182701 0.168661 0.080306 0.096068 4.072243 5.950067 2.774209 96.071582 685.567731 704.567731 10.317192 9.260164 26.754539 6.96979 398.292161 1.435085 5.584405 0.592052 984.507059 4.154984 0.312646 0.015094 1.759871e+04 0.561309 11210.225447 23.230034 0.885897 0.802327 0.275947 5.608026e+03 1.421100 22.934345 22.271949 0.613629 0.048540 8472.311961 2930.313906 -3.223214 152.816539 16.268464 31.896882 69444.474271 8337.01385 272.475783 4183.079489 3105.536588 1077.542901 -54.725641 -14.242698 700.446342 681.420499 25.142686 0.998584 0.048027 0.023460 16.550751 80.475228
std 3.280762e+05 10.436212 0.080364 0.074818 0.074516 0.068467 0.046764 0.030403 1.673227 2.376501 3.996797 94.480605 66.458275 66.458275 5.457866 5.022644 13.637871 4.63097 447.159711 2.437507 6.429946 1.978707 7158.270157 10.160216 0.727868 0.154092 3.293640e+04 0.317918 19818.361309 11.871311 0.148179 1.097637 0.551759 7.478497e+03 0.764042 19.249584 18.830425 2.446827 0.556285 7395.507650 3806.635075 50.063567 466.320254 9.005898 29.974184 38930.479610 6245.80058 192.697812 4790.907234 4069.527670 1183.414168 60.675425 109.232758 2388.513831 2357.167068 275.657937 0.017919 0.332353 0.232412 294.545422 103.239020
min 4.000000e+00 12.000000 0.006530 0.000000 -0.010000 -0.182700 0.004900 -0.182700 1.000000 1.000000 0.000000 0.000000 0.000000 19.000000 0.000000 0.000000 2.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 -209.000000 0.000000 0.000000 0.000000 1.000000 1000.00000 0.000000 -2.349900 0.000000 -2.349900 -664.870000 -9274.750000 -94.200000 -954.550000 0.000000 0.700000 0.000000 0.000000 0.000000 1.000000
25% 4.009190e+05 36.000000 0.156290 0.134000 0.124200 0.115670 0.042400 0.074080 3.000000 4.000000 1.000000 26.000000 660.000000 679.000000 7.000000 6.000000 17.000000 4.00000 114.000000 0.000000 2.000000 0.000000 0.000000 0.000000 0.000000 0.000000 3.121000e+03 0.310000 880.000000 15.000000 0.820000 0.000000 0.140000 3.200333e+03 1.000000 9.000000 9.000000 0.000000 0.000000 3500.000000 0.000000 -35.000000 0.000000 9.000000 6.000000 37332.000000 4000.00000 131.620000 1005.760000 500.890000 274.870000 -73.180000 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 0.000000 0.000000 2.000000
50% 6.005540e+05 36.000000 0.209760 0.184000 0.173000 0.161500 0.072400 0.091700 4.000000 6.000000 1.000000 67.000000 680.000000 699.000000 10.000000 9.000000 25.000000 6.00000 271.000000 1.000000 4.000000 0.000000 0.000000 0.000000 0.000000 0.000000 8.549000e+03 0.600000 4100.000000 22.000000 0.940000 0.000000 0.220000 4.666667e+03 1.000000 16.000000 15.000000 0.000000 0.000000 6000.000000 1626.550000 -3.000000 0.000000 14.000000 21.000000 68599.000000 6500.00000 217.740000 2583.830000 1587.500000 700.840100 -34.440000 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 0.000000 0.000000 44.000000
75% 8.926340e+05 36.000000 0.283810 0.250000 0.240000 0.224300 0.112000 0.116600 5.000000 8.000000 3.000000 137.000000 720.000000 739.000000 13.000000 12.000000 35.000000 9.00000 525.000000 2.000000 7.000000 0.000000 0.000000 3.000000 0.000000 0.000000 1.952100e+04 0.840000 13180.000000 30.000000 1.000000 1.000000 0.320000 6.825000e+03 2.000000 33.000000 32.000000 0.000000 0.000000 11000.000000 4126.720000 25.000000 0.000000 22.000000 65.000000 101901.000000 12000.00000 371.580000 5548.400000 4000.000000 1458.540000 -13.920000 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 0.000000 0.000000 115.000000
max 1.255725e+06 60.000000 0.512290 0.497500 0.492500 0.319900 0.366000 0.283700 7.000000 11.000000 20.000000 755.000000 880.000000 899.000000 59.000000 54.000000 136.000000 51.00000 14985.000000 105.000000 379.000000 83.000000 463881.000000 99.000000 38.000000 20.000000 1.435667e+06 5.950000 646285.000000 126.000000 1.000000 20.000000 10.010000 1.750003e+06 8.000000 141.000000 141.000000 42.000000 21.000000 72499.000000 23450.950000 286.000000 2704.000000 44.000000 100.000000 136486.000000 35000.00000 2251.510000 40702.390000 35000.000000 15617.030000 32.060000 0.000000 25000.000000 25000.000000 21117.900000 1.012500 39.000000 33.000000 25000.000000 1189.000000
In [14]:
df.head(1)
Out[14]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
0 1021339766868145413AB3B 193129 2007-08-26 19:09:29.263000000 C 36 Completed 2009-08-14 00:00:00 0.16516 0.158 0.138 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 18:41:46.780000000 640.0 659.0 2001-10-11 00:00:00 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.0 1500.0 11.0 0.81 0.0 0.17 $25,000-49,999 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 00:00:00 Q3 2007 1F3E3376408759268057EDA 330.43 11396.14 9425.0 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258

Reformat timedata and correct datatype

Drop duplicated 871

Unnecessary columns

  • 'ListingNumber'
  • 'ProsperRating(Alpha)'
  • 'MemberKey'

Change datatype from float to str

  • 'ProsperRating(numeric)'?
  • 'ListingCategory(numeric)'

Split data low to high

  • 'IncomeRange'

Split data quarter and year

  • 'LoanOriginationQuarter'

Data Clean

In [15]:
df_clean = df.copy()

Define

time data have different format, and data type should be changed to datetime

In [16]:
df_clean[['ListingCreationDate', 'ClosedDate', 'DateCreditPulled', 'FirstRecordedCreditLine', 'LoanOriginationDate']].head()
Out[16]:
ListingCreationDate ClosedDate DateCreditPulled FirstRecordedCreditLine LoanOriginationDate
0 2007-08-26 19:09:29.263000000 2009-08-14 00:00:00 2007-08-26 18:41:46.780000000 2001-10-11 00:00:00 2007-09-12 00:00:00
1 2014-02-27 08:28:07.900000000 NaN 2014-02-27 08:28:14 1996-03-18 00:00:00 2014-03-03 00:00:00
2 2007-01-05 15:00:47.090000000 2009-12-17 00:00:00 2007-01-02 14:09:10.060000000 2002-07-27 00:00:00 2007-01-17 00:00:00
3 2012-10-22 11:02:35.010000000 NaN 2012-10-22 11:02:32 1983-02-28 00:00:00 2012-11-01 00:00:00
4 2013-09-14 18:38:39.097000000 NaN 2013-09-14 18:38:44 2004-02-20 00:00:00 2013-09-20 00:00:00
In [17]:
df_clean[['ListingCreationDate', 'ClosedDate', 'DateCreditPulled', 'FirstRecordedCreditLine', 'LoanOriginationDate']].info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 5 columns):
ListingCreationDate        113937 non-null object
ClosedDate                 55089 non-null object
DateCreditPulled           113937 non-null object
FirstRecordedCreditLine    113240 non-null object
LoanOriginationDate        113937 non-null object
dtypes: object(5)
memory usage: 4.3+ MB

Clean

In [18]:
df_clean['ListingCreationDate'] = df_clean['ListingCreationDate'].apply(lambda x: x.split()[0])
df_clean['DateCreditPulled'] = df_clean['DateCreditPulled'].apply(lambda x: x.split()[0])
In [19]:
df_clean['ListingCreationDate'] = pd.to_datetime(df_clean['ListingCreationDate'])
df_clean['ClosedDate'] = pd.to_datetime(df_clean['ClosedDate'])
df_clean['DateCreditPulled'] = pd.to_datetime(df_clean['DateCreditPulled'])
df_clean['FirstRecordedCreditLine'] = pd.to_datetime(df_clean['FirstRecordedCreditLine'])
df_clean['LoanOriginationDate'] = pd.to_datetime(df_clean['LoanOriginationDate'])

test

In [20]:
df_clean[['ListingCreationDate', 'ClosedDate', 'DateCreditPulled', 'FirstRecordedCreditLine', 'LoanOriginationDate']].info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 5 columns):
ListingCreationDate        113937 non-null datetime64[ns]
ClosedDate                 55089 non-null datetime64[ns]
DateCreditPulled           113937 non-null datetime64[ns]
FirstRecordedCreditLine    113240 non-null datetime64[ns]
LoanOriginationDate        113937 non-null datetime64[ns]
dtypes: datetime64[ns](5)
memory usage: 4.3 MB
In [21]:
df_clean[['ListingCreationDate', 'ClosedDate', 'DateCreditPulled', 'FirstRecordedCreditLine', 'LoanOriginationDate']].head()
Out[21]:
ListingCreationDate ClosedDate DateCreditPulled FirstRecordedCreditLine LoanOriginationDate
0 2007-08-26 2009-08-14 2007-08-26 2001-10-11 2007-09-12
1 2014-02-27 NaT 2014-02-27 1996-03-18 2014-03-03
2 2007-01-05 2009-12-17 2007-01-02 2002-07-27 2007-01-17
3 2012-10-22 NaT 2012-10-22 1983-02-28 2012-11-01
4 2013-09-14 NaT 2013-09-14 2004-02-20 2013-09-20

Define

Dupliated value detected (count : 871)

In [22]:
df_clean['ListingNumber'].duplicated().sum()
Out[22]:
871
In [23]:
df_clean['ListingKey'].duplicated().sum()
Out[23]:
871
In [24]:
df_clean[df_clean['ListingKey'].duplicated()]
Out[24]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
9 0F043596202561788EA13D5 1023355 2013-12-02 NaN 36 Current NaT 0.07620 0.0629 0.0529 0.05221 0.0099 0.04231 7.0 AA 11.0 7 IL Food Service Employed 269.0 True False NaN 2013-12-02 820.0 839.0 1993-04-01 17.0 16.0 32.0 12 219.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 9906.0 0.11 77696.0 29.0 1.00 1.0 0.25 $25,000-49,999 True 3333.333333 02163700809231365A56A1C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121268 10000 2013-12-12 Q4 2013 49A53699682291323D04D66 305.54 611.0800 505.58 105.5000 -16.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
999 0A0635972629771021E38F3 1055932 2013-12-18 NaN 60 Current NaT 0.17710 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 7.0 1 MD Other Employed 100.0 True False NaN 2014-02-08 760.0 779.0 1994-11-01 16.0 16.0 34.0 15 623.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 8028.0 0.27 14190.0 32.0 0.96 1.0 0.35 $25,000-49,999 True 3750.000000 CB643706582969191E8C26B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132043 10000 2014-02-12 Q1 2014 98A937006186534818378B9 239.74 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
2539 2D2635984503681189056B4 1097584 2014-01-11 NaN 60 Current NaT 0.14528 0.1224 0.1124 0.10731 0.0424 0.06491 5.0 B 10.0 1 NJ Police Officer/Correction Officer Employed 107.0 True False NaN 2014-03-07 720.0 739.0 1996-07-01 19.0 18.0 27.0 15 1024.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 20802.0 0.40 26503.0 26.0 1.00 1.0 0.18 $100,000+ True 10833.333333 DC303708663304668E74587 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135375 35000 2014-03-11 Q1 2014 07B33702526608187DB957A 782.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
4942 4B7E3590031274113F1FD34 927246 2013-09-26 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 2.0 7 MI Laborer Employed 336.0 True False NaN 2013-09-26 640.0 659.0 1978-09-01 7.0 6.0 39.0 6 129.0 3.0 9.0 0.0 0.0 56.0 1.0 0.0 943.0 0.51 798.0 31.0 0.56 2.0 0.07 $50,000-74,999 True 4583.333333 8D84369399064302947D8B5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103928 4000 2013-10-01 Q4 2013 5E653693258374071BBC02C 172.76 863.8000 362.81 500.9900 -15.98 0.0 0.0 0.0 0.0 1.0 0 0 0.0 40
5812 94B035909835592957503E6 920397 2013-09-24 NaN 36 Current NaT 0.24205 0.2045 0.1945 0.17970 0.0899 0.08980 4.0 C 4.0 1 GA NaN Other 0.0 True False NaN 2013-10-30 700.0 719.0 1986-02-10 19.0 18.0 35.0 16 1383.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 47018.0 0.96 1513.0 34.0 1.00 2.0 0.62 $50,000-74,999 True 4166.666667 129C369881799628360C904 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110525 15000 2013-11-14 Q4 2013 37A336938902363103488F4 560.90 1674.2959 925.57 748.7259 -37.03 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
5971 2EC635885737984509D5366 894748 2013-09-16 NaN 60 Current NaT 0.18555 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 4.0 1 PA Civil Service Employed 325.0 False False NaN 2013-10-16 680.0 699.0 1987-03-13 17.0 16.0 22.0 17 470.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 13678.0 0.72 4378.0 22.0 1.00 0.0 0.26 $25,000-49,999 True 3750.000000 E09E369695898738177502E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106952 10000 2013-10-21 Q4 2013 69023692493305171A508F1 244.24 972.5216 440.01 532.5116 -33.14 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
6385 083235967773321272C26B9 1066466 2013-12-10 NaN 36 Current NaT 0.11563 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 10.0 2 TX Professional Employed 27.0 True False NaN 2013-12-10 700.0 719.0 1998-02-19 12.0 8.0 37.0 3 447.0 3.0 10.0 0.0 0.0 0.0 0.0 0.0 15000.0 1.00 0.0 35.0 1.00 1.0 0.25 $100,000+ True 14166.666667 A4853704028916667E38E8F 2.0 29.0 28.0 1.0 0.0 27500.0 0.00 NaN 0 NaN 2 127050 10000 2014-01-21 Q1 2014 2D153370889352746A5113F 317.02 314.6118 242.37 72.2418 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
7415 5A2F35875117483773421B0 875616 2013-08-21 NaN 60 Current NaT 0.24589 0.2209 0.2109 0.19570 0.0824 0.11330 4.0 C 3.0 1 TX Clerical Employed 23.0 True False NaN 2013-10-10 680.0 699.0 1990-03-02 10.0 10.0 22.0 8 676.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 50500.0 0.93 3700.0 21.0 1.00 0.0 0.25 $50,000-74,999 True 5416.666667 626A36960269919093BAAC9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108650 10000 2013-11-01 Q4 2013 C4B63586252265379688866 276.70 1106.8000 390.55 716.2500 -32.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 75
7538 09AD35918712001025AC1BD 969821 2013-10-24 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 4.0 1 OH Other Employed 95.0 True False NaN 2013-12-16 680.0 699.0 1991-08-07 9.0 9.0 25.0 5 577.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 18266.0 0.99 891.0 18.0 0.88 0.0 0.18 $100,000+ True 12916.666667 F421370059330333021029B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122367 5000 2013-12-23 Q4 2013 341135483270015568E03D9 177.89 353.4718 214.20 139.2718 -8.41 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
7555 021F3593082999771F5E621 970570 2013-11-01 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 8.0 1 DE Construction Self-employed 107.0 False False NaN 2013-12-12 700.0 719.0 1996-08-01 12.0 11.0 24.0 10 534.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18393.0 0.85 3201.0 23.0 1.00 0.0 NaN $25,000-49,999 False 3666.666667 7D77370135079290634770E 1.0 35.0 35.0 0.0 0.0 2600.0 0.00 NaN 0 NaN 3 122869 10000 2013-12-18 Q4 2013 1D0B34824827084976DF20D 322.20 644.4000 478.24 166.1600 -16.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
8683 8E8B35952875791221BB463 1047993 2013-11-25 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 10.0 8 FL Accountant/CPA Employed 49.0 False False NaN 2014-01-28 660.0 679.0 2004-08-09 11.0 9.0 56.0 7 166.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 4307.0 0.32 8793.0 20.0 0.90 0.0 0.48 $25,000-49,999 True 2114.916667 371F37048358378544DD238 1.0 1.0 1.0 0.0 0.0 13750.0 0.00 NaN 0 NaN 2 129414 4000 2014-01-31 Q1 2014 7F5E3554776404420C83D97 142.31 140.4634 90.61 49.8534 -3.07 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
8925 359F36006583392169BF3F3 1138422 2014-01-14 NaN 36 Current NaT 0.22966 0.1920 0.1820 0.16810 0.0899 0.07820 4.0 C 5.0 2 NC Executive Employed 229.0 False False NaN 2014-03-06 720.0 739.0 1979-12-01 25.0 24.0 38.0 19 544.0 2.0 10.0 0.0 0.0 0.0 0.0 0.0 8830.0 0.02 43576.0 35.0 0.94 3.0 0.57 $75,000-99,999 True 7083.333333 3EAC37074579333484D6783 1.0 24.0 23.0 1.0 0.0 5900.0 2481.18 NaN 0 NaN 0 136177 15000 2014-03-10 Q1 2014 AE1335386979224619B24D8 551.36 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
9102 9A4A36004039348126F769C 1100572 2014-01-12 NaN 36 Current NaT 0.27817 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 1.0 1 GA Other Employed 43.0 False False NaN 2014-02-17 640.0 659.0 2011-10-07 5.0 5.0 5.0 4 305.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 4135.0 0.94 141.0 5.0 1.00 1.0 0.20 $25,000-49,999 True 2750.000000 A60D3706798482961713F7D 1.0 18.0 18.0 0.0 0.0 2000.0 1156.50 NaN 0 NaN 1 132500 4000 2014-02-19 Q1 2014 4EAD3540888310393617CF0 156.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 17
9281 47C1359638497431975670B 1057901 2013-12-06 NaN 36 Current NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 3.0 3 CO Professional Employed 29.0 False False NaN 2014-01-14 640.0 659.0 1992-12-03 13.0 13.0 28.0 12 465.0 1.0 3.0 0.0 0.0 0.0 2.0 0.0 12785.0 0.73 3602.0 26.0 1.00 1.0 0.33 $25,000-49,999 True 2500.000000 9F4B37043517554537C364C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127679 2000 2014-01-22 Q1 2014 61E93477058090904D07D4F 85.55 85.5500 33.59 51.9600 -1.70 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
10036 0C6036000415689128E6FE2 1101199 2014-01-12 NaN 36 Current NaT 0.18990 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 4.0 1 TX Tradesman - Electrician Employed 171.0 True False NaN 2014-01-12 660.0 679.0 2000-01-20 9.0 8.0 32.0 3 142.0 1.0 3.0 0.0 0.0 0.0 1.0 0.0 3494.0 0.77 1006.0 32.0 1.00 0.0 0.24 $75,000-99,999 True 7083.333333 05C937034112762402D42DC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126036 15000 2014-01-15 Q1 2014 BF0837029946706045CCEB6 522.55 516.2418 327.00 189.2418 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
10401 68153589168873924D3A78D 898052 2013-09-12 NaN 36 Current NaT 0.29537 0.2566 0.2466 0.22540 0.1175 0.10790 3.0 D 7.0 1 NY Nurse (RN) Employed 75.0 False False NaN 2013-08-26 680.0 699.0 1983-03-26 15.0 14.0 23.0 15 896.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 45001.0 0.95 1713.0 22.0 1.00 0.0 0.16 $75,000-99,999 True 6406.666667 5AF43694216641568D16E61 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101777 4000 2013-09-18 Q3 2013 737235872549002981929E3 160.44 799.3879 388.53 410.8579 -16.12 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
10467 0CF635895559781161C1DF0 890514 2013-09-07 NaN 36 Current NaT 0.20268 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 7.0 1 TX Administrative Assistant Employed 284.0 True False NaN 2013-10-08 660.0 679.0 1985-10-01 15.0 14.0 53.0 11 1129.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 45190.0 0.97 1126.0 52.0 1.00 0.0 0.24 $75,000-99,999 True 7666.666667 924A3696564932953FD2BC5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108288 3000 2013-11-04 Q4 2013 426F3691392941076B5A301 106.36 424.0756 266.98 157.0956 -9.55 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
11635 9F3F3598049868065A10243 1069928 2013-12-13 NaN 60 Current NaT 0.15449 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 1 OH Teacher Employed 42.0 False False NaN 2014-02-11 740.0 759.0 1992-04-01 19.0 11.0 50.0 9 223.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 2931.0 0.45 3446.0 47.0 1.00 1.0 0.24 $50,000-74,999 True 4166.666667 800D37062298064414F8B82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131700 2000 2014-02-18 Q1 2014 8B9B3700741507139005E96 45.65 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
11889 04A53597159795718CE3A26 1063352 2013-12-09 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 5.0 1 FL Sales - Retail Employed 75.0 True False NaN 2013-12-09 720.0 739.0 1999-12-15 10.0 8.0 12.0 8 423.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 11749.0 0.48 12301.0 11.0 1.00 0.0 0.26 $25,000-49,999 True 3916.666667 F456370346258974116F7E5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126187 8750 2014-01-10 Q1 2014 2AD93701366880845844A74 292.26 289.2898 200.18 89.1098 -7.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
11979 693435900525895578B8728 900913 2013-09-16 NaN 60 Current NaT 0.14760 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 10.0 1 OK Accountant/CPA Employed 32.0 True True NaN 2013-11-05 700.0 719.0 1999-07-27 10.0 5.0 16.0 2 380.0 0.0 3.0 0.0 0.0 4.0 0.0 0.0 13082.0 0.98 180.0 15.0 0.60 0.0 0.29 $50,000-74,999 True 5416.666667 A6073698049680566F2BBA2 1.0 31.0 31.0 0.0 0.0 25000.0 0.00 NaN 0 NaN 4 110461 20000 2013-11-08 Q4 2013 8C97338048274660986FCCC 449.86 1349.5800 727.68 621.9000 -49.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 256
12379 9F493599966105917027FC0 1116810 2014-01-06 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 5.0 1 SC Other Employed 41.0 False False NaN 2014-01-06 660.0 679.0 2001-01-30 7.0 7.0 30.0 5 273.0 1.0 5.0 0.0 0.0 21.0 1.0 0.0 7709.0 0.65 4041.0 25.0 0.80 2.0 0.16 $50,000-74,999 True 6166.666667 6BF83703559838662CBA77A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126403 6500 2014-01-13 Q1 2014 B0BE3702730558365419CFE 163.82 160.6768 66.38 94.2968 -5.52 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
12595 16D935877639843867B8CD7 877625 2013-08-22 NaN 36 Current NaT 0.18479 0.1485 0.1385 0.13144 0.0499 0.08154 5.0 B 8.0 1 CA Other Employed 201.0 False False NaN 2013-10-04 680.0 699.0 1990-10-23 16.0 16.0 25.0 15 398.0 0.0 11.0 0.0 0.0 0.0 1.0 0.0 6645.0 0.41 7304.0 24.0 0.91 0.0 0.40 $25,000-49,999 True 2791.666667 642C36960797760803EA955 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104760 5000 2013-10-10 Q4 2013 6E743587569015715D93643 172.96 689.8058 450.01 239.7958 -16.29 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
12694 5DB83600871174699C124B4 1114591 2014-01-16 NaN 60 Current NaT 0.15844 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 4.0 1 CA Sales - Commission Employed 43.0 True False NaN 2014-01-11 720.0 739.0 2003-04-14 24.0 23.0 44.0 9 659.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 29891.0 0.72 10974.0 40.0 1.00 0.0 0.30 $75,000-99,999 True 6666.666667 79FD370555579024311E24E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129675 25000 2014-02-04 Q1 2014 02E53704180724108532974 575.89 566.6092 316.03 250.5792 -19.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
12780 5DB83600871174699C124B4 1114591 2014-01-16 NaN 60 Current NaT 0.15844 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 7.0 1 CA Sales - Commission Employed 43.0 True False NaN 2014-01-11 720.0 739.0 2003-04-14 24.0 23.0 44.0 9 659.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 29891.0 0.72 10974.0 40.0 1.00 0.0 0.30 $75,000-99,999 True 6666.666667 79FD370555579024311E24E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129675 25000 2014-02-04 Q1 2014 02E53704180724108532974 575.89 566.6092 316.03 250.5792 -19.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
12956 059135904162159071EA963 925803 2013-09-26 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 1.0 1 MI Professional Employed 173.0 False False NaN 2013-11-13 660.0 679.0 1997-01-24 14.0 14.0 19.0 11 563.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 17030.0 0.94 891.0 18.0 1.00 1.0 0.33 $50,000-74,999 True 4666.666667 312436987794688929431AD 2.0 52.0 52.0 0.0 0.0 6500.0 2786.12 NaN 0 NaN 4 111670 8000 2013-11-15 Q4 2013 6B8C341580558313174499D 296.49 885.1303 498.59 386.5403 -19.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
13210 0ED935963528799464A73B9 1027003 2013-12-05 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 8.0 1 MI Other Self-employed 41.0 False False NaN 2014-01-20 680.0 699.0 2005-08-19 14.0 13.0 26.0 5 355.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 10853.0 0.79 2847.0 15.0 1.00 0.0 NaN $25,000-49,999 False 3033.333333 66863703833124761F619FF 2.0 28.0 28.0 0.0 0.0 10000.0 2880.98 NaN 0 NaN 2 128157 10000 2014-01-24 Q1 2014 451C3521565124112E88666 331.62 328.3625 246.92 81.4425 -7.12 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
13322 487E36006726969571BB95E 1111486 2014-01-14 NaN 36 Current NaT 0.14853 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 6.0 1 IL Analyst Employed 109.0 True False NaN 2014-02-28 700.0 719.0 1997-10-02 16.0 15.0 39.0 11 1196.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 42637.0 0.93 2847.0 31.0 1.00 0.0 0.23 $75,000-99,999 True 7798.333333 B227370794859569054771A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135107 16000 2014-03-07 Q1 2014 B5303703668499685FC9028 531.35 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
13445 064B35991936714505AE3E7 1138731 2014-01-14 NaN 60 Current NaT 0.26514 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 3.0 1 ID NaN Other 1.0 False False NaN 2014-02-22 660.0 679.0 1997-01-13 4.0 4.0 22.0 4 106.0 0.0 1.0 0.0 0.0 17.0 1.0 0.0 3092.0 0.59 2108.0 15.0 0.82 1.0 0.23 $1-24,999 True 976.000000 02D137079845719197ACFE8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133652 4000 2014-02-26 Q1 2014 2A9E3703942396592FCD75A 114.93 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
14062 5FCE3599129004004590982 1077775 2014-01-03 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 7.0 1 CA Realtor Self-employed 21.0 False False NaN 2014-01-03 660.0 679.0 1987-04-01 5.0 5.0 39.0 7 145.0 0.0 11.0 0.0 0.0 31.0 1.0 0.0 3843.0 0.37 6357.0 36.0 0.72 1.0 NaN $25,000-49,999 False 3750.000000 C9CA3703422021916377F7C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125231 10000 2014-01-08 Q1 2014 6AF23702756338783FB8BE9 350.83 701.6600 448.08 253.5800 -16.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
14071 0FE63589666879701965D2E 898757 2013-09-12 NaN 36 Current NaT 0.23233 0.1950 0.1850 0.17162 0.0824 0.08922 4.0 C 5.0 2 WI Civil Service Employed 88.0 False False NaN 2013-09-08 660.0 679.0 2002-10-31 5.0 5.0 37.0 3 47.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 1808.0 0.78 492.0 21.0 0.85 0.0 0.21 $25,000-49,999 True 2500.000000 17B1369509761207275207D 1.0 35.0 34.0 1.0 0.0 7000.0 0.52 NaN 0 NaN 5 104338 4000 2013-10-02 Q4 2013 5D403405056630286098E75 147.64 736.0630 428.74 307.3230 -15.87 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
14114 484535954799474542E4235 990994 2013-11-12 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 1.0 1 GA Sales - Commission Employed 28.0 False False NaN 2013-11-04 660.0 679.0 2001-09-26 9.0 8.0 26.0 5 266.0 1.0 7.0 0.0 0.0 13.0 0.0 0.0 7637.0 0.09 24801.0 21.0 0.68 1.0 0.29 $50,000-74,999 True 5000.000000 83603698573301767DE64D4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110502 15000 2013-11-15 Q4 2013 9C0336972840622459A7DAC 404.54 1205.0515 433.05 772.0015 -37.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
14469 17E035962771170915118B7 1044353 2013-12-03 NaN 60 Current NaT 0.25564 0.2304 0.2204 0.20169 0.1125 0.08919 3.0 D 4.0 1 NY Skilled Labor Employed 164.0 True False NaN 2013-12-03 660.0 679.0 1996-04-30 19.0 19.0 38.0 7 573.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 19465.0 1.00 244.0 27.0 0.88 1.0 0.23 $75,000-99,999 True 6666.666667 457937012311440585999DD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120878 13000 2013-12-11 Q4 2013 C26D370088893611811B30F 366.77 725.3340 226.96 498.3740 -21.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
14888 17A93590655669644DB4C06 951186 2013-10-02 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 8.0 1 MD Other Employed 26.0 False False NaN 2013-12-23 720.0 739.0 1986-12-26 12.0 12.0 20.0 6 348.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14635.0 0.57 10865.0 17.0 1.00 0.0 0.41 $25,000-49,999 True 3000.000000 CB1B37030986463208432A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126059 10000 2014-01-13 Q1 2014 F80D3694083622957BA09F2 234.50 234.5000 112.62 121.8800 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
15171 081C359727187929726315B 1090596 2013-12-17 NaN 60 Current NaT 0.27308 0.2474 0.2374 0.21664 0.1225 0.09414 2.0 E 4.0 1 AR Clerical Employed 16.0 False False NaN 2014-01-18 640.0 659.0 2005-11-22 7.0 7.0 30.0 4 138.0 0.0 1.0 0.0 0.0 7.0 1.0 0.0 5410.0 0.97 104.0 8.0 0.80 3.0 0.48 $1-24,999 True 1947.166667 A27437044601499601A308E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127503 4000 2014-01-22 Q1 2014 EAAA3700197256475A5FC80 116.80 114.0888 32.75 81.3388 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
15855 4A2B3589916361549758617 926217 2013-09-26 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 8.0 1 WA Other Employed 54.0 False True NaN 2013-10-27 700.0 719.0 1997-10-14 14.0 13.0 49.0 10 464.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 15598.0 0.67 7377.0 27.0 1.00 1.0 0.25 $50,000-74,999 True 5750.000000 A9323698405845065B70BA2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112108 7000 2013-11-19 Q4 2013 9B553392491474655281660 232.47 695.1105 490.85 204.2605 -17.23 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
17412 9941360010631472131F80C 1116297 2014-01-06 NaN 60 Current NaT 0.24369 0.2185 0.2085 0.19111 0.1075 0.08361 3.0 D 2.0 1 NC Professional Self-employed 69.0 False False NaN 2014-02-27 660.0 679.0 1985-06-01 4.0 3.0 6.0 2 48.0 1.0 8.0 1.0 0.0 4.0 6.0 0.0 1158.0 0.19 4842.0 6.0 0.83 1.0 NaN $100,000+ False 10000.000000 F2D33707607539481709274 1.0 17.0 17.0 0.0 0.0 4000.0 367.16 NaN 0 NaN 0 133857 10000 2014-03-03 Q1 2014 CE5C3544382379608C980C3 275.34 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
17460 866C3592918867748EDDD1F 953329 2013-10-21 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 HI Construction Self-employed 167.0 False False NaN 2013-12-09 720.0 739.0 1993-06-01 11.0 9.0 38.0 8 879.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 36814.0 0.44 46426.0 36.0 1.00 0.0 NaN $50,000-74,999 False 5833.333333 C2E537011688283440F0842 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120942 15000 2013-12-16 Q4 2013 4310369662791621831FEE5 486.76 973.5200 711.91 261.6100 -25.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
17664 4A013594182830426C94ED8 1025631 2013-11-06 NaN 60 Current NaT 0.16294 0.1399 0.1299 0.12380 0.0449 0.07890 5.0 B 8.0 1 MA Car Dealer Self-employed 58.0 True False NaN 2013-11-06 760.0 779.0 1994-01-19 17.0 16.0 39.0 14 979.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 36949.0 0.47 41501.0 36.0 1.00 0.0 NaN $25,000-49,999 False 3333.333333 82E23697783305209CA7D46 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110976 10000 2013-11-20 Q4 2013 D3823697509447593E0A950 232.63 697.8900 349.43 348.4600 -24.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 123
17913 9A0035864971747773796EC 877117 2013-08-21 NaN 60 Current NaT 0.14249 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 10.0 1 CA Clerical Employed 108.0 True False NaN 2013-09-25 740.0 759.0 1983-12-03 13.0 13.0 32.0 15 610.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 24400.0 0.50 23291.0 27.0 1.00 0.0 0.31 $50,000-74,999 True 4500.000000 C1BA3695428317248AD1C97 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107227 15000 2013-10-18 Q4 2013 9FD43586525136458DC1BFB 333.59 1329.4326 739.45 589.9826 -49.62 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
18070 8B9235925836773935FBA8B 985290 2013-10-15 NaN 36 Current NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 3.0 7 AZ Computer Programmer Employed 29.0 False False NaN 2013-10-15 720.0 739.0 2011-06-21 5.0 5.0 6.0 4 85.0 3.0 25.0 0.0 0.0 0.0 0.0 0.0 1843.0 0.15 9707.0 6.0 1.00 1.0 0.15 $50,000-74,999 True 4416.666667 10AC37016597642598A2CAB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122638 6000 2013-12-18 Q4 2013 79293694936034640B4A6F6 206.09 412.1800 299.84 112.3400 -7.83 0.0 0.0 0.0 0.0 1.0 0 0 0.0 21
18298 87BC3590189138920C819C0 919724 2013-09-23 NaN 36 Current NaT 0.23898 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 6.0 3 FL Other Employed 45.0 True False NaN 2013-09-23 720.0 739.0 2003-11-17 15.0 12.0 26.0 10 298.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 12688.0 0.33 25012.0 26.0 1.00 1.0 0.48 $50,000-74,999 True 4166.666667 FCC136976807346682BC12C 1.0 5.0 5.0 0.0 0.0 10500.0 0.00 NaN 0 NaN 4 110861 15000 2013-11-15 Q4 2013 52AD3561519472966154D39 558.60 1675.8000 929.84 745.9600 -37.03 0.0 0.0 0.0 0.0 1.0 0 0 0.0 86
18851 124035920869119558C76F7 958819 2013-10-25 NaN 36 Current NaT 0.21342 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 3.0 1 CO Clerical Employed 333.0 True False NaN 2014-01-09 680.0 699.0 1993-11-14 16.0 14.0 42.0 13 847.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 59297.0 0.63 5321.0 37.0 0.94 0.0 0.52 $25,000-49,999 True 3833.333333 AAA837030508649996DEEE0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127346 15000 2014-01-21 Q1 2014 B2163696050121647668433 539.66 532.4066 314.80 217.6066 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
19256 02AD3598720043943A56991 1097279 2013-12-26 NaN 36 Current NaT 0.23375 0.1960 0.1860 0.17157 0.0925 0.07907 3.0 D 2.0 1 CA NaN Other 169.0 False False NaN 2014-02-27 700.0 719.0 1967-06-12 18.0 14.0 41.0 14 402.0 6.0 7.0 0.0 0.0 0.0 1.0 0.0 9354.0 0.16 39539.0 40.0 0.95 1.0 0.21 $25,000-49,999 True 2916.666667 E5143708633073368D4720A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135934 3500 2014-03-07 Q1 2014 050437015987319061FD413 129.36 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 57
19452 5B593592400624711436586 945736 2013-10-10 NaN 36 Current NaT 0.28544 0.2469 0.2369 0.21650 0.1175 0.09900 3.0 D 4.0 3 IL Truck Driver Employed 0.0 False False NaN 2013-11-16 660.0 679.0 2002-07-03 7.0 7.0 12.0 6 321.0 2.0 9.0 0.0 0.0 0.0 1.0 0.0 8293.0 0.86 444.0 11.0 1.00 0.0 0.23 $25,000-49,999 True 3500.000000 65F0369951857930377EF8D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111498 5000 2013-11-25 Q4 2013 BFD63694266638779EDDF42 197.98 593.9400 288.82 305.1200 -12.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 59
19822 AAB23598113665731DAA015 1059427 2013-12-19 NaN 60 Current NaT 0.14147 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 6.0 1 WA Administrative Assistant Employed 340.0 True False NaN 2013-12-19 720.0 739.0 1996-06-10 9.0 9.0 21.0 8 666.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 26862.0 0.64 14788.0 20.0 1.00 1.0 0.20 $50,000-74,999 True 5500.000000 A7B537027141689223ACC36 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125864 20000 2014-01-10 Q1 2014 709F3701578707210AB6987 443.78 437.2649 241.81 195.4549 -16.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
20113 16DF35942362737180DFA30 1015904 2013-11-14 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 7.0 15 IL Professional Employed 214.0 False False NaN 2013-11-14 760.0 779.0 1999-09-09 3.0 3.0 6.0 2 35.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 60.0 0.01 4040.0 6.0 1.00 0.0 0.16 $50,000-74,999 True 6247.166667 0871370270394000621A94F 1.0 7.0 7.0 0.0 0.0 15000.0 0.00 NaN 0 NaN 3 123893 16000 2013-12-30 Q4 2013 286E3559773479887984991 523.74 1047.4800 761.70 285.7800 -26.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 159
20289 5A2F35875117483773421B0 875616 2013-08-21 NaN 60 Current NaT 0.24589 0.2209 0.2109 0.19570 0.0824 0.11330 4.0 C 7.0 1 TX Clerical Employed 23.0 True False NaN 2013-10-10 680.0 699.0 1990-03-02 10.0 10.0 22.0 8 676.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 50500.0 0.93 3700.0 21.0 1.00 0.0 0.25 $50,000-74,999 True 5416.666667 626A36960269919093BAAC9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108650 10000 2013-11-01 Q4 2013 C4B63586252265379688866 276.70 1106.8000 390.55 716.2500 -32.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 75
20569 17A93590655669644DB4C06 951186 2013-10-02 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 7.0 1 MD Other Employed 26.0 False False NaN 2013-12-23 720.0 739.0 1986-12-26 12.0 12.0 20.0 6 348.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14635.0 0.57 10865.0 17.0 1.00 0.0 0.41 $25,000-49,999 True 3000.000000 CB1B37030986463208432A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126059 10000 2014-01-13 Q1 2014 F80D3694083622957BA09F2 234.50 234.5000 112.62 121.8800 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
20813 A15C3603417680595D3195B 1202163 2014-02-12 NaN 36 Current NaT 0.19540 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 3.0 1 OH Sales - Commission Employed 42.0 False False NaN 2014-01-15 660.0 679.0 1991-10-22 4.0 4.0 25.0 4 171.0 1.0 3.0 0.0 0.0 18.0 1.0 0.0 5596.0 0.65 2904.0 25.0 0.68 0.0 0.10 $25,000-49,999 True 3333.333333 02F8370519712553158127E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132047 3600 2014-02-14 Q1 2014 995A369950757795064567B 126.30 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
21558 2B6A3590919863179717C4F 928642 2013-09-30 NaN 60 Current NaT 0.24036 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 5.0 2 NJ Analyst Employed 7.0 True False NaN 2013-09-30 700.0 719.0 1982-04-12 20.0 18.0 34.0 14 1110.0 6.0 8.0 0.0 0.0 0.0 0.0 0.0 40645.0 0.63 20542.0 34.0 0.97 1.0 0.40 $50,000-74,999 True 5833.333333 EC2B369486353092880781B 1.0 35.0 35.0 0.0 0.0 6000.0 0.00 NaN 0 NaN 5 106279 6000 2013-10-15 Q4 2013 363E34648429624489F4A0E 164.18 653.1775 227.14 426.0375 -19.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
21845 04C13599434217079754AEE 1102061 2013-12-29 NaN 36 Current NaT 0.09469 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 8.0 7 OH NaN Other 138.0 True False NaN 2014-02-12 700.0 719.0 1985-10-31 5.0 4.0 10.0 4 101.0 0.0 1.0 0.0 0.0 0.0 2.0 0.0 1169.0 0.10 2191.0 9.0 1.00 0.0 0.04 $75,000-99,999 True 7916.666667 91403707027976691E91B5C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133049 6500 2014-02-21 Q1 2014 D3F73702101244214ECA894 203.96 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
21899 A03136009253430728BC844 1110415 2014-01-14 NaN 60 Current NaT 0.13864 0.1159 0.1059 0.10157 0.0374 0.06417 6.0 A 11.0 1 WA Accountant/CPA Employed 27.0 True False NaN 2014-02-24 720.0 739.0 1994-09-07 16.0 16.0 21.0 14 1025.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 30790.0 0.76 7856.0 18.0 1.00 0.0 0.31 $75,000-99,999 True 6250.000000 410A3706517444388E08830 1.0 10.0 10.0 0.0 0.0 9800.0 8858.50 NaN 0 NaN 0 134315 20000 2014-03-03 Q1 2014 06CC357527095077614D3FA 440.76 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
22005 949E3596575439225A745DE 1050418 2013-12-11 NaN 36 Current NaT 0.14853 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 5.0 1 CA Professional Employed 79.0 True False NaN 2014-02-15 680.0 699.0 2000-04-25 10.0 8.0 17.0 7 355.0 4.0 6.0 0.0 0.0 2.0 0.0 0.0 15986.0 0.93 1099.0 16.0 1.00 1.0 0.22 $75,000-99,999 True 6666.666667 A16837078720053449F5EC8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134806 11000 2014-03-03 Q1 2014 CDA437005022342572850E3 365.30 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
22383 2D7B35957865057739C5FD8 1031431 2013-12-06 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 4.0 1 CA Other Employed 88.0 True False NaN 2013-12-06 660.0 679.0 1993-11-01 7.0 6.0 22.0 3 168.0 0.0 1.0 1.0 2148.0 34.0 0.0 0.0 8228.0 0.99 271.0 20.0 0.85 0.0 0.28 $50,000-74,999 True 4166.666667 84923703351801874560364 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125993 9000 2014-01-13 Q1 2014 40BB370056480201740EE3F 310.45 306.8377 198.47 108.3677 -7.64 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
22452 05043603291539396A9E43E 1184734 2014-02-26 NaN 60 Current NaT 0.19553 0.1715 0.1615 0.15044 0.0749 0.07554 4.0 C 6.0 1 CA Professional Employed 4.0 True False NaN 2014-02-25 680.0 699.0 1999-10-31 7.0 7.0 22.0 2 194.0 1.0 4.0 1.0 155.0 6.0 0.0 0.0 5037.0 0.95 263.0 19.0 0.94 1.0 0.18 $75,000-99,999 True 6383.333333 B74C3708547321933DF54AE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134858 11500 2014-03-05 Q1 2014 2E2E3707713809644963E9D 286.73 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 49
22541 4A8335896636411073B7AD1 891025 2013-09-09 NaN 60 Current NaT 0.21115 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 7.0 1 NJ Professional Employed 151.0 False False NaN 2013-11-01 660.0 679.0 1994-06-23 7.0 7.0 40.0 4 64.0 2.0 11.0 0.0 0.0 36.0 1.0 0.0 962.0 0.11 7138.0 37.0 0.70 3.0 0.24 $75,000-99,999 True 6666.666667 49733696620681007B86A20 1.0 10.0 10.0 0.0 0.0 10500.0 9417.55 NaN 0 NaN 4 109735 18300 2013-11-05 Q4 2013 8B683565120196666C38C19 471.70 1405.7244 561.51 844.2144 -45.64 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
22677 51083590771166536FD6F41 926813 2013-09-24 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.14008 0.0574 0.08268 5.0 B 5.0 1 KS Retail Management Self-employed 19.0 True False NaN 2013-09-24 760.0 779.0 1999-08-07 16.0 15.0 36.0 7 347.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 9160.0 0.29 20204.0 35.0 1.00 1.0 NaN $50,000-74,999 False 5000.000000 1365369395702775398B17E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103328 15000 2013-09-26 Q3 2013 EFF23694559182017572B14 526.25 2631.2500 1679.14 952.1100 -60.07 0.0 0.0 0.0 0.0 1.0 0 0 0.0 175
22797 2A1235960062288704ECAC6 1035457 2013-12-08 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 8.0 1 MS Professional Employed 157.0 True False NaN 2014-01-12 680.0 699.0 1989-04-16 31.0 31.0 65.0 32 1388.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 42273.0 0.54 27922.0 60.0 1.00 2.0 0.29 $75,000-99,999 True 6750.000000 225537032277867155BAB87 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126713 25000 2014-01-15 Q1 2014 B54936998376811275FBCB5 586.25 576.4212 281.56 294.8612 -21.23 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
22985 64853588254785134EDBAA3 906320 2013-09-14 NaN 60 Current NaT 0.21576 0.1915 0.1815 0.16862 0.0799 0.08872 4.0 C 4.0 1 PA Sales - Commission Employed 60.0 True False NaN 2013-10-14 660.0 679.0 1980-05-25 7.0 7.0 19.0 8 218.0 3.0 6.0 0.0 0.0 28.0 0.0 0.0 5059.0 0.76 1270.0 19.0 0.84 2.0 0.08 $75,000-99,999 True 6250.000000 5BBE369619111275037C750 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106688 10000 2013-10-18 Q4 2013 AA843693144209272D1D61C 260.23 1040.9200 405.34 635.5800 -33.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 62
23082 05E135934278258503421EB 989195 2013-11-02 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 1.0 1 NY Teacher's Aide Employed 198.0 False False NaN 2013-12-06 640.0 659.0 1999-06-12 7.0 7.0 22.0 7 332.0 2.0 4.0 0.0 0.0 14.0 1.0 0.0 6985.0 0.58 3939.0 20.0 0.75 2.0 0.13 $25,000-49,999 True 3750.000000 CA12369988238317283C194 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121642 4000 2013-12-12 Q4 2013 E4FA3697678770961C32277 166.54 363.4167 185.48 177.9367 -6.36 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
23201 7B583599268763370B515C5 1116724 2014-01-17 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 7.0 1 MO Other Employed 16.0 False False NaN 2014-01-17 700.0 719.0 2002-05-10 11.0 10.0 18.0 5 155.0 0.0 1.0 2.0 253.0 0.0 0.0 0.0 4210.0 0.18 18590.0 13.0 0.80 0.0 0.31 $25,000-49,999 True 3750.000000 9B7937040501727355CEC19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128342 10000 2014-01-24 Q1 2014 CAD237036971785088C53B4 335.69 335.6900 227.49 108.2000 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158
23471 A13E3600233245096582CB9 1149692 2014-01-21 NaN 60 Current NaT 0.22063 0.1960 0.1860 0.17157 0.0925 0.07907 3.0 D 6.0 1 MA Other Employed 119.0 False False NaN 2014-02-27 720.0 739.0 1990-06-01 18.0 17.0 44.0 15 805.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 28346.0 0.70 8723.0 34.0 1.00 1.0 0.52 $25,000-49,999 True 3333.333333 A23D3706877665706CDC544 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134842 10000 2014-03-03 Q1 2014 B99D3703482761233EB878D 262.72 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
23576 B93235981132001107D503C 1071533 2013-12-13 NaN 36 Current NaT 0.21994 0.1825 0.1725 0.15997 0.0824 0.07757 4.0 C 3.0 1 WI Other Employed 40.0 False False NaN 2014-02-23 720.0 739.0 1995-03-20 10.0 9.0 23.0 4 413.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 17663.0 0.53 15137.0 19.0 0.94 1.0 0.47 $50,000-74,999 True 5866.583333 A9363708198234406C697E5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134025 15000 2014-03-03 Q1 2014 E5F33700817098172690915 544.17 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
23755 2BCB3594394252124CE2922 1017921 2013-11-05 NaN 36 Current NaT 0.19898 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 5.0 2 NJ Bus Driver Employed 182.0 False False NaN 2014-01-30 660.0 679.0 1975-07-01 14.0 12.0 35.0 11 300.0 3.0 15.0 0.0 0.0 1.0 1.0 0.0 6916.0 0.64 2591.0 32.0 0.84 1.0 0.28 $25,000-49,999 True 2250.000000 D7053706489911909E965A7 1.0 9.0 9.0 0.0 0.0 4000.0 3275.48 NaN 0 NaN 1 132534 4000 2014-02-24 Q1 2014 92943567440476865C2C294 141.02 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 82
24430 06933590944718155674F29 940961 2013-10-06 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 8.0 1 WA Other Employed 11.0 False False NaN 2013-11-30 680.0 699.0 2000-12-12 15.0 12.0 20.0 12 616.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 17882.0 0.96 531.0 20.0 1.00 0.0 0.34 $25,000-49,999 True 3000.000000 AFEE3700409787032A4E332 1.0 35.0 35.0 0.0 0.0 4500.0 0.00 NaN 0 NaN 3 120055 10000 2013-12-04 Q4 2013 E692341886521283452B747 324.51 970.6834 723.21 247.4734 -24.09 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
24656 106335993636414276CB477 1119836 2014-01-08 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 3 WA Sales - Commission Employed 108.0 False False NaN 2014-01-08 640.0 659.0 1998-10-09 3.0 3.0 24.0 3 162.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 7177.0 0.63 4123.0 22.0 0.73 1.0 0.06 $75,000-99,999 True 6250.000000 BBE63704110073042883EB9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126992 4000 2014-01-16 Q1 2014 A11F3694615686626190A12 166.54 166.5400 69.72 96.8200 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 5
24895 308B35875213947435A0CC9 889018 2013-09-05 NaN 60 Current NaT 0.21935 0.1950 0.1850 0.17162 0.0824 0.08922 4.0 C 6.0 1 AZ Flight Attendant Employed 279.0 True False NaN 2013-10-22 660.0 679.0 1991-03-02 6.0 5.0 22.0 3 117.0 1.0 10.0 0.0 0.0 11.0 1.0 0.0 3183.0 0.58 2267.0 18.0 0.77 0.0 0.18 $25,000-49,999 True 3500.000000 B926369668212389271CFD7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107672 10000 2013-10-25 Q4 2013 4C053588319754654D721DD 262.16 1043.2975 401.34 641.9575 -33.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25083 2EA23602687105257DFF803 1160473 2014-02-18 NaN 60 Current NaT 0.16686 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 9.0 7 TX Clerical Employed 58.0 True False NaN 2014-02-18 680.0 699.0 1986-12-02 7.0 7.0 21.0 6 150.0 1.0 4.0 7.0 1583.0 4.0 0.0 0.0 4890.0 0.14 23795.0 14.0 0.68 1.0 0.10 $50,000-74,999 True 4967.333333 898A3707761826484D8CD8F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132690 15000 2014-02-24 Q1 2014 D6713706194915933D7F91F 351.75 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25133 B6B03602017824327116757 1177596 2014-01-31 NaN 36 Current NaT 0.17138 0.1350 0.1250 0.11858 0.0499 0.06868 5.0 B 9.0 1 IL Professional Employed 74.0 False False NaN 2014-03-05 660.0 679.0 2006-01-20 16.0 14.0 29.0 14 669.0 2.0 17.0 0.0 0.0 0.0 0.0 0.0 28455.0 0.21 105095.0 27.0 1.00 3.0 0.25 $75,000-99,999 True 8166.666667 2B8B3708151440886579C0B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135662 25000 2014-03-11 Q1 2014 624B3413848204749760E8D 848.38 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25139 07283600668933514690251 1176594 2014-01-31 NaN 36 Current NaT 0.22147 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 2.0 1 VA Military Officer Employed 132.0 True False NaN 2014-01-31 680.0 699.0 1998-04-30 11.0 11.0 32.0 8 393.0 2.0 3.0 0.0 0.0 7.0 0.0 0.0 19346.0 0.42 20066.0 28.0 0.92 0.0 0.19 $100,000+ True 10666.666667 454237067071772591A46E1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132248 12000 2014-02-18 Q1 2014 70973704839192061181EBE 436.24 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25379 9C693597061023894849472 1055942 2013-12-05 NaN 60 Current NaT 0.23267 0.2080 0.1980 0.18224 0.0975 0.08474 3.0 D 4.0 1 CO Landscaping Self-employed 46.0 False False NaN 2013-12-05 640.0 659.0 1996-03-01 11.0 11.0 25.0 7 343.0 0.0 5.0 0.0 0.0 3.0 1.0 0.0 7621.0 0.59 4588.0 18.0 0.94 1.0 NaN $100,000+ False 11166.666667 879B370304163696033BAC4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124896 8000 2014-01-08 Q1 2014 D79A3701167113891C51749 215.53 210.9711 74.20 136.7711 -6.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25498 723A3593093499623FEE454 997199 2013-11-04 NaN 60 Current NaT 0.21474 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 8.0 1 FL Professional Employed 68.0 False False NaN 2013-12-28 700.0 719.0 2002-07-21 18.0 15.0 26.0 5 65.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 114.0 0.01 6136.0 19.0 1.00 1.0 0.46 $50,000-74,999 True 4708.333333 101E37055988584568C9267 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129901 15000 2014-01-30 Q1 2014 EEDE35009321221884209EB 389.52 381.6912 162.49 219.2012 -11.92 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25562 067535933383738497FEDC5 966176 2013-10-23 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 DC NaN Other 0.0 True False NaN 2013-12-02 660.0 679.0 1996-08-01 18.0 18.0 46.0 16 608.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 16217.0 0.56 8681.0 41.0 0.97 0.0 0.21 $75,000-99,999 True 6666.666667 93E63700434857534F14744 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122191 2000 2013-12-16 Q4 2013 CA263696917747618857CF3 83.27 166.5400 70.56 95.9800 -3.37 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25667 07503589986199236DBA2EA 902051 2013-09-13 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 2.0 1 NY Other Employed 48.0 True False NaN 2013-11-08 680.0 699.0 2002-08-29 13.0 13.0 28.0 9 335.0 0.0 8.0 0.0 0.0 2.0 0.0 0.0 9506.0 0.64 5015.0 20.0 0.85 0.0 0.37 $25,000-49,999 True 2426.666667 F1613697432523398AB36D3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109638 4000 2013-11-13 Q4 2013 F3473692370137308AAABF2 139.64 417.2214 266.14 151.0814 -9.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
25981 2C913596774196517BE3452 1053715 2013-12-17 NaN 60 Current NaT 0.17327 0.1500 0.1400 0.13203 0.0574 0.07463 5.0 B 6.0 1 CA NaN Other 0.0 True False NaN 2014-02-06 660.0 679.0 1981-04-02 7.0 7.0 51.0 9 233.0 3.0 4.0 11.0 145618.0 62.0 0.0 0.0 4419.0 0.31 7734.0 33.0 0.74 0.0 0.18 $25,000-49,999 True 2583.333333 364A370631359390484D382 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131782 10000 2014-02-11 Q1 2014 E8E737018188690975371CD 237.90 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
26146 2CC635992822257244BF921 1134330 2014-01-10 NaN 60 Current NaT 0.16993 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 9.0 1 OK Accountant/CPA Employed 100.0 True False NaN 2014-02-20 760.0 779.0 1988-03-01 19.0 17.0 48.0 13 692.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 29174.0 0.32 48511.0 43.0 1.00 0.0 0.52 $50,000-74,999 True 4416.666667 F045370573702632191F044 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132450 15000 2014-02-21 Q1 2014 B4EF3704147380539584DA0 354.10 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
26268 A0A535948397101519AB0F5 1031508 2013-11-11 NaN 36 Current NaT 0.20268 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 8.0 1 CA Other Employed 52.0 False False NaN 2013-11-11 640.0 659.0 1996-06-01 7.0 7.0 11.0 6 168.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3827.0 0.98 128.0 10.0 0.90 0.0 0.22 $25,000-49,999 True 3500.000000 63993698316949715561B39 1.0 26.0 26.0 0.0 0.0 7000.0 2338.41 NaN 0 NaN 4 111336 10000 2013-11-22 Q4 2013 F892352384404768158D261 354.54 1059.0721 654.41 404.6621 -24.65 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
26357 2F1D3586569876887E1B09D 875651 2013-08-21 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 9.0 1 TX Other Employed 149.0 False False NaN 2013-08-21 640.0 659.0 1993-08-01 21.0 15.0 58.0 7 644.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 34648.0 0.99 263.0 55.0 1.00 0.0 0.28 $100,000+ True 11666.666667 EBC43692722854373CFF47D 3.0 62.0 62.0 0.0 0.0 11700.0 4004.44 -38.0 0 NaN 6 101334 9000 2013-09-17 Q3 2013 EFC93471183577401A33D99 260.59 1302.9500 401.86 901.0900 -37.06 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
26625 741A359924307312690787F 1118868 2014-01-06 NaN 60 Current NaT 0.14147 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 11.0 1 UT Other Employed 215.0 True False NaN 2014-01-06 740.0 759.0 1997-04-14 8.0 7.0 29.0 6 254.0 0.0 9.0 0.0 0.0 0.0 0.0 0.0 8567.0 0.61 5433.0 25.0 1.00 0.0 0.26 $75,000-99,999 True 6916.666667 74D23703076015755C81149 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127274 24500 2014-01-21 Q1 2014 71A03703679582709AFF255 543.63 543.6300 296.22 247.4100 -20.81 0.0 0.0 0.0 0.0 1.0 0 0 0.0 367
26636 9F2F359064316966470C5DE 908353 2013-09-18 NaN 36 Current NaT 0.25330 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 1.0 19 NE Other Employed 119.0 True False NaN 2013-09-18 700.0 719.0 2004-09-16 3.0 3.0 7.0 2 23.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 806.0 1.11 0.0 6.0 1.00 0.0 0.17 $1-24,999 True 1793.666667 04A53696197436291282ED4 2.0 23.0 22.0 1.0 0.0 8000.0 1861.85 NaN 0 NaN 5 104799 2000 2013-10-10 Q4 2013 803D34120234901554A5E18 75.92 302.4992 162.82 139.6792 -6.54 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27060 2F973590166873683C4A9F2 960603 2013-10-04 NaN 36 Current NaT 0.17090 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 10.0 1 IL Skilled Labor Employed 119.0 False False NaN 2013-10-04 680.0 699.0 1994-11-21 4.0 4.0 15.0 3 313.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 12367.0 0.88 1512.0 15.0 1.00 1.0 0.24 $50,000-74,999 True 4166.666667 C6C33695989841912E75529 4.0 31.0 31.0 0.0 0.0 10000.0 734.43 NaN 0 NaN 5 106299 8000 2013-10-18 Q4 2013 C68034201447477209C1338 271.44 1082.8033 734.54 348.2633 -26.03 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27360 014F35910923350802E1B29 930618 2013-09-26 NaN 60 Current NaT 0.19323 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 4.0 1 WA Executive Employed 41.0 False False NaN 2013-10-28 660.0 679.0 2000-04-09 7.0 7.0 31.0 7 180.0 1.0 4.0 0.0 0.0 12.0 1.0 0.0 3042.0 0.50 2737.0 24.0 0.68 0.0 0.10 $75,000-99,999 True 8000.000000 3EA23697860658303BB5CAB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108479 8500 2013-10-31 Q4 2013 269036946655448612EE68B 211.02 840.1327 377.93 462.2027 -27.50 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27472 143F35915480322115CC389 956743 2013-10-22 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 4.0 1 AZ Professional Employed 29.0 True False NaN 2013-12-06 720.0 739.0 1978-06-01 11.0 11.0 36.0 5 403.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 25498.0 0.96 1232.0 35.0 0.94 0.0 0.27 $100,000+ True 11500.000000 18C537017175540271FBEDF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122798 10000 2013-12-20 Q4 2013 7A163695266113230F9A425 256.12 512.2400 201.26 310.9800 -16.90 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27677 01163604029146842E28D9C 1233732 2014-02-25 NaN 36 Current NaT 0.31975 0.2800 0.2700 0.24550 0.1475 0.09800 2.0 E 2.0 1 NE Other Employed 4.0 True False NaN 2014-02-23 680.0 699.0 2005-05-12 9.0 8.0 16.0 6 314.0 1.0 3.0 0.0 0.0 1.0 0.0 0.0 11713.0 0.74 2918.0 14.0 0.64 1.0 0.42 $25,000-49,999 True 3497.833333 6EE03706964847482C65EC7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134359 10000 2014-02-27 Q1 2014 F3B137077698297224871A3 413.64 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27714 58EF35938744024227BDE7B 1025541 2013-11-06 NaN 60 Current NaT 0.23052 0.2059 0.1959 0.18290 0.0724 0.11050 4.0 C 8.0 1 VA Engineer - Electrical Employed 51.0 True False NaN 2013-11-06 660.0 679.0 2008-12-08 12.0 10.0 17.0 5 159.0 2.0 11.0 0.0 0.0 0.0 0.0 0.0 36728.0 0.98 400.0 15.0 1.00 3.0 0.24 $75,000-99,999 True 7291.666667 4F6A3697754864074BCD5F1 2.0 25.0 25.0 0.0 0.0 17500.0 0.00 -25.0 0 NaN 4 110851 25000 2013-11-13 Q4 2013 FEF435350373453641F5126 670.58 1997.6373 727.10 1270.5373 -62.39 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
27785 148F358993411562516A227 918278 2013-09-23 NaN 60 Current NaT 0.15271 0.1299 0.1199 0.11477 0.0399 0.07487 6.0 A 9.0 1 CA Civil Service Employed 84.0 True False NaN 2013-11-20 720.0 739.0 2001-03-13 11.0 9.0 21.0 7 163.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 6540.0 0.92 329.0 21.0 0.95 0.0 0.27 $50,000-74,999 True 4816.583333 922C369950070815142105C 2.0 17.0 17.0 0.0 0.0 24000.0 9073.99 NaN 0 NaN 4 111510 15000 2013-11-25 Q4 2013 88353557927335606492BCA 341.22 1023.6600 538.49 485.1700 -37.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 305
28134 B78A35896014211498A1BEB 919623 2013-09-24 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 1.0 13 NJ Accountant/CPA Employed 36.0 True False NaN 2013-09-24 720.0 739.0 1991-08-22 13.0 12.0 27.0 8 1332.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 56031.0 1.00 440.0 27.0 1.00 0.0 0.17 $100,000+ True 14937.500000 3C4A369479415359463E741 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106735 7456 2013-10-16 Q4 2013 28473694194105757E8D4C6 276.33 1105.3200 623.29 482.0300 -24.34 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
28358 781C35845951604268BD250 844220 2013-07-18 NaN 60 Current NaT 0.18555 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 6.0 1 TX Computer Programmer Employed 271.0 True False NaN 2013-09-08 680.0 699.0 1977-04-06 23.0 20.0 57.0 17 1661.0 0.0 0.0 1.0 34874.0 1.0 0.0 0.0 49157.0 0.74 15135.0 51.0 0.98 0.0 0.28 $100,000+ True 12416.666667 0D4636930285178362771C0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103729 25000 2013-09-27 Q3 2013 C0C13583793582509477FEB 610.61 3041.9541 1393.25 1648.7041 -102.47 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
28549 BD5C358771801917453C080 877719 2013-08-23 NaN 36 Current NaT 0.27623 0.2379 0.2279 0.20859 0.1125 0.09609 3.0 D 4.0 7 GA Analyst Employed 3.0 False False NaN 2013-09-30 660.0 679.0 1999-07-13 9.0 6.0 29.0 5 238.0 3.0 5.0 0.0 0.0 0.0 0.0 0.0 5656.0 0.67 2432.0 16.0 0.58 1.0 0.21 $50,000-74,999 True 5712.916667 35B736954535034914CA6C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104937 15000 2013-10-10 Q4 2013 61A43586844144322DBCCE2 586.84 2347.3600 1179.90 1167.4600 -49.07 0.0 0.0 0.0 0.0 1.0 0 0 0.0 74
28734 67953600114308986DAD632 1089145 2014-01-07 NaN 36 Current NaT 0.14853 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 4.0 1 CT Military Enlisted Employed 239.0 False False NaN 2014-02-26 680.0 699.0 1990-05-02 10.0 10.0 21.0 9 836.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 54060.0 0.94 2675.0 21.0 1.00 1.0 0.33 $75,000-99,999 True 6333.333333 D16C3707492216542693ACA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133985 20000 2014-02-28 Q1 2014 FABE37019960398882B1D1F 664.19 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
28875 BED43598015998121A5C055 1087743 2013-12-16 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 4.0 1 NJ Other Self-employed 17.0 False False NaN 2013-12-16 720.0 739.0 2006-11-06 17.0 17.0 20.0 15 454.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9777.0 0.35 15982.0 18.0 1.00 1.0 NaN $25,000-49,999 False 3750.000000 E9903701512596037313809 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121590 10000 2013-12-18 Q4 2013 09103701301142966B790BE 256.12 512.2400 201.26 310.9800 -16.90 0.0 0.0 0.0 0.0 1.0 0 0 0.0 117
29145 37D63595804156307DDB605 1024510 2013-12-02 NaN 36 Current NaT 0.17611 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 7.0 1 CO Realtor Self-employed 83.0 False False NaN 2013-12-02 660.0 679.0 2000-07-01 7.0 7.0 10.0 6 508.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17765.0 0.91 1635.0 10.0 0.90 0.0 NaN $25,000-49,999 False 2295.833333 F6D3369897398890244F229 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 118929 4000 2013-12-04 Q4 2013 F0DD35848081611881CFE6E 136.71 408.5958 275.04 133.5558 -9.65 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
29192 AAE63593783650590840176 1017753 2013-11-05 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 5.0 1 NY Professional Employed 25.0 False False NaN 2013-11-05 680.0 699.0 2004-04-22 7.0 6.0 11.0 6 178.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 14721.0 0.85 2486.0 11.0 1.00 1.0 0.09 $75,000-99,999 True 7500.000000 5AF23697689672426E5B3D8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108933 6000 2013-11-07 Q4 2013 9FED3538760906278BDE20D 211.54 631.9570 395.05 236.9070 -14.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
29269 5A953591455282632A2AC2C 936442 2013-10-03 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 6.0 19 NV Other Employed 30.0 True False NaN 2013-11-11 720.0 739.0 2004-11-01 11.0 10.0 19.0 5 158.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 9016.0 0.78 2484.0 13.0 1.00 1.0 0.42 $25,000-49,999 True 2500.000000 A5A236978240796480A0C43 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110342 4000 2013-11-13 Q4 2013 82AD35772927752166122E7 150.39 451.1700 245.29 205.8800 -9.88 0.0 0.0 0.0 0.0 1.0 0 0 0.0 8
29528 349D3587495831350F0F648 882888 2013-08-28 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 9.0 1 CA Police Officer/Correction Officer Employed 101.0 True False NaN 2013-11-21 660.0 679.0 1993-01-19 10.0 8.0 29.0 8 517.0 0.0 3.0 1.0 138.0 5.0 0.0 0.0 31525.0 0.80 7825.0 27.0 0.89 0.0 0.14 $100,000+ True 10000.000000 2DEE3698211017519D7333F 2.0 51.0 51.0 0.0 0.0 26900.0 6685.84 NaN 0 NaN 4 118017 14000 2013-11-27 Q4 2013 EA463494084516244B9C542 454.31 1358.9448 1005.14 353.8048 -34.44 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
30198 D04D35886471568083FBD55 901662 2013-09-13 NaN 36 Current NaT 0.17090 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 8.0 1 MI Food Service Employed 122.0 False False NaN 2013-11-07 660.0 679.0 2000-10-30 8.0 6.0 14.0 6 124.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 3763.0 0.64 2087.0 11.0 0.91 1.0 0.16 $1-24,999 True 1666.666667 E1A93698246178201FC1C45 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109758 4000 2013-11-13 Q4 2013 E7B43693727952741CE8A31 135.72 405.6816 274.29 131.3916 -9.85 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
30815 C0FB35913346372503C7DFF 946929 2013-10-02 NaN 36 Current NaT 0.31616 0.2769 0.2669 0.24294 0.1375 0.10544 2.0 E 2.0 1 IL Skilled Labor Employed 173.0 False False NaN 2013-10-02 660.0 679.0 1995-04-05 13.0 13.0 38.0 12 391.0 0.0 2.0 0.0 0.0 3.0 1.0 0.0 10135.0 0.81 1729.0 36.0 0.91 0.0 0.30 $50,000-74,999 True 4166.666667 0EA73694763336965D6B877 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105689 7000 2013-10-15 Q4 2013 779F3694228779113B0D041 288.37 1148.1696 518.19 629.9796 -22.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
30891 7ADC360210433616444E918 1204344 2014-02-13 NaN 60 Current NaT 0.20372 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 7.0 1 WI Computer Programmer Employed 106.0 True False NaN 2014-02-13 680.0 699.0 2000-07-22 10.0 10.0 50.0 9 552.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 20421.0 0.72 4534.0 47.0 1.00 1.0 0.15 $75,000-99,999 True 7916.666667 03053705881108954BC76D6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132796 25000 2014-02-19 Q1 2014 885B35756858696598C8058 634.16 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
31278 18ED3592748609936EE4CF1 974533 2013-11-02 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 7.0 1 FL Other Self-employed 70.0 True False NaN 2013-11-02 680.0 699.0 2001-02-24 10.0 10.0 22.0 10 453.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 16568.0 0.40 24282.0 18.0 1.00 1.0 NaN $50,000-74,999 False 4583.333333 5B073698325088246C9DBF6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110140 15000 2013-11-07 Q4 2013 3ABE3697796697097665A78 523.66 1564.6101 998.05 566.5601 -36.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
31450 17A93590655669644DB4C06 951186 2013-10-02 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 10.0 1 MD Other Employed 26.0 False False NaN 2013-12-23 720.0 739.0 1986-12-26 12.0 12.0 20.0 6 348.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14635.0 0.57 10865.0 17.0 1.00 0.0 0.41 $25,000-49,999 True 3000.000000 CB1B37030986463208432A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126059 10000 2014-01-13 Q1 2014 F80D3694083622957BA09F2 234.50 234.5000 112.62 121.8800 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
31659 D1E03603106629791E8F273 1200566 2014-02-20 NaN 60 Current NaT 0.14273 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 8.0 1 RI NaN Other 0.0 True False NaN 2014-02-20 680.0 699.0 1996-02-01 11.0 10.0 37.0 9 192.0 1.0 6.0 1.0 569.0 23.0 2.0 0.0 4490.0 0.09 36998.0 33.0 0.91 0.0 0.14 $25,000-49,999 True 2100.000000 D2B63707191708170B83F06 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135455 4000 2014-03-10 Q1 2014 6AED3706229701288002B7D 88.96 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
31870 72A93596617040421F851D8 1055661 2013-11-26 NaN 36 Current NaT 0.21342 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 4.0 1 GA Other Employed 139.0 False False NaN 2013-11-26 660.0 679.0 2000-09-20 9.0 9.0 22.0 8 218.0 1.0 2.0 1.0 143.0 0.0 1.0 0.0 5228.0 0.97 102.0 21.0 0.95 1.0 0.21 $50,000-74,999 True 4833.333333 BE5C3700279585371C4D38F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123337 15000 2013-12-23 Q4 2013 EE683699732133413B87F80 539.66 1072.0666 634.32 437.7466 -25.21 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
32681 00223594917038064A7C947 998257 2013-11-15 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 6.0 1 NY Other Employed 69.0 False False NaN 2013-11-04 660.0 679.0 2003-09-07 18.0 17.0 28.0 14 677.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 15512.0 0.86 2212.0 28.0 0.96 1.0 0.42 $25,000-49,999 True 2773.333333 A352369967047316033A599 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118852 5000 2013-11-26 Q4 2013 ED2F3696548507863FAC18D 185.31 553.2177 311.63 241.5877 -12.34 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
32905 C671358665442666939A17F 879829 2013-08-24 NaN 36 Current NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 3.0 1 TX Medical Technician Employed 7.0 False False NaN 2013-08-24 680.0 699.0 2001-06-07 14.0 13.0 28.0 14 364.0 0.0 8.0 0.0 0.0 0.0 0.0 0.0 6240.0 0.58 2951.0 25.0 0.84 0.0 0.34 $25,000-49,999 True 2333.333333 82E736938227650611B9403 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102456 4000 2013-09-24 Q3 2013 6C6935879371306952C690B 155.80 779.0000 401.32 377.6800 -16.11 0.0 0.0 0.0 0.0 1.0 0 0 0.0 10
32964 00473590513960687DD308F 941296 2013-10-07 NaN 60 Current NaT 0.22242 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 4.0 1 TX Nurse (RN) Employed 218.0 True False NaN 2013-10-07 660.0 679.0 1990-06-04 21.0 20.0 53.0 13 858.0 0.0 6.0 0.0 0.0 2.0 0.0 0.0 30682.0 0.65 11343.0 51.0 0.86 0.0 0.31 $100,000+ True 10000.000000 1C5336968140286844BD165 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106820 25000 2013-10-21 Q4 2013 FCEA3695208015694B2A2B6 659.57 2746.0084 1311.77 1434.2384 -73.12 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33035 A4CA35912462531334815FA 944122 2013-10-08 NaN 60 Current NaT 0.19630 0.1725 0.1625 0.15163 0.0724 0.07923 4.0 C 4.0 1 WA Sales - Commission Employed 7.0 False False NaN 2013-11-26 700.0 719.0 2000-08-07 20.0 20.0 32.0 9 464.0 2.0 3.0 0.0 0.0 0.0 1.0 0.0 8448.0 0.33 16141.0 26.0 1.00 1.0 0.38 $50,000-74,999 True 4583.333333 7CAD37002316911175348D5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119522 15000 2013-12-04 Q4 2013 D20A3696008683578F956E7 374.81 1117.3410 492.82 624.5210 -36.62 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33220 0098360461900952056DB93 1190614 2014-03-02 NaN 36 Current NaT 0.29660 0.2574 0.2474 0.22530 0.1325 0.09280 2.0 E 4.0 1 VA Professional Employed 4.0 False False NaN 2014-03-02 640.0 659.0 2002-12-03 23.0 22.0 42.0 3 171.0 1.0 4.0 0.0 0.0 6.0 1.0 0.0 6563.0 1.17 157.0 31.0 0.84 1.0 0.30 $75,000-99,999 True 7083.333333 8FB43708171502806EBC521 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135251 4000 2014-03-07 Q1 2014 AC6F370822907105651B2D1 160.61 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33420 37813604038176243EAAAB9 1190590 2014-03-02 NaN 36 Current NaT 0.32733 0.2874 0.2774 0.25225 0.1525 0.09975 1.0 HR 1.0 1 KS Sales - Retail Employed 24.0 True False NaN 2014-03-02 680.0 699.0 1987-08-01 16.0 15.0 28.0 17 550.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 15286.0 0.66 4094.0 24.0 1.00 1.0 0.36 $25,000-49,999 True 2791.666667 2B9F3708916081688DD86EE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 136021 4000 2014-03-10 Q1 2014 BA1837078889711564EF853 167.06 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 29
33611 313635901230654318A9030 931467 2013-09-26 NaN 36 Current NaT 0.17090 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 2.0 1 MO NaN Other 8.0 False False NaN 2013-09-26 760.0 779.0 2006-08-14 3.0 3.0 13.0 3 143.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 67.0 0.00 3600.0 8.0 1.00 0.0 0.14 $1-24,999 True 2000.000000 8947369415939850101CD76 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103527 4000 2013-10-01 Q4 2013 23E9369436117931119A7C3 135.72 2677.1216 2470.77 206.3516 -15.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33649 C9FF35684194774626F5F95 701942 2013-01-20 NaN 36 Current NaT 0.06726 0.0605 0.0505 0.05001 0.0074 0.04261 7.0 AA 10.0 7 CA Engineer - Mechanical Employed 73.0 True False NaN 2013-08-14 800.0 819.0 1995-08-10 12.0 11.0 20.0 5 97.0 4.0 11.0 0.0 0.0 0.0 0.0 0.0 1683.0 0.10 15067.0 15.0 1.00 0.0 0.19 $50,000-74,999 True 4583.333333 8399369336859832201E6C8 1.0 2.0 2.0 0.0 0.0 15000.0 0.00 NaN 0 NaN 6 102486 15000 2013-09-25 Q3 2013 E5BB339597119583245D0A0 456.67 2283.3500 1922.50 360.8500 -59.65 0.0 0.0 0.0 0.0 1.0 0 0 0.0 249
33813 D70C3587706806644D5600C 876423 2013-08-22 NaN 36 Current NaT 0.15324 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 6.0 1 FL Professional Employed 90.0 True False NaN 2013-10-10 780.0 799.0 1994-12-01 25.0 24.0 49.0 20 407.0 6.0 12.0 0.0 0.0 0.0 0.0 0.0 8543.0 0.05 136887.0 46.0 1.00 2.0 0.43 $25,000-49,999 True 3833.333333 4D3C36983365671603BEDAB 1.0 14.0 14.0 0.0 0.0 6000.0 0.00 NaN 0 NaN 4 108570 7000 2013-11-05 Q4 2013 96A2354015066589685E09D 234.14 943.1647 689.10 254.0647 -20.54 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33868 4A87360013176801912490C 1166576 2014-01-27 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 OH Other Employed 35.0 False False NaN 2014-01-27 680.0 699.0 2009-11-04 9.0 9.0 11.0 7 182.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 5608.0 0.91 445.0 9.0 1.00 0.0 0.25 $25,000-49,999 True 2916.666667 AA4237050657423539175BD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130420 3000 2014-02-03 Q1 2014 D7D33695245655731BD025B 101.28 100.2000 71.04 29.1600 -2.30 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33884 B04C3600003459098871082 1131625 2014-01-25 NaN 36 Current NaT 0.11548 0.0874 0.0774 0.07533 0.0224 0.05293 6.0 A 7.0 14 GA Other Employed 4.0 False False NaN 2014-01-25 780.0 799.0 1987-04-29 2.0 2.0 2.0 2 63.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4080.0 0.19 16920.0 2.0 1.00 0.0 0.15 $1-24,999 True 833.333333 FEC33707878695813BAAD8B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133454 2000 2014-02-25 Q1 2014 6D4B35918929641025D17A2 63.36 233.1311 230.83 2.3011 -0.31 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33959 018A360063948152589C8BE 1136886 2014-01-14 NaN 60 Completed 2014-02-24 0.28875 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 2.0 3 FL Other Employed 6.0 False False NaN 2014-02-10 660.0 679.0 1997-10-24 11.0 10.0 61.0 7 255.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 8575.0 0.35 13612.0 36.0 0.97 5.0 0.33 $50,000-74,999 True 4506.666667 114D37056655628721BD6C8 1.0 13.0 13.0 0.0 0.0 3500.0 3049.68 NaN 0 NaN 1 131358 5500 2014-02-13 Q1 2014 85D535659273197054A0BB3 165.45 5539.5460 5500.00 39.5460 -1.66 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
33975 FC5F3592110384244FC7BA7 961598 2013-10-17 NaN 60 Current NaT 0.20321 0.1790 0.1690 0.15695 0.0799 0.07705 4.0 C 9.0 2 ID Executive Employed 209.0 True False NaN 2014-03-04 700.0 719.0 1981-08-25 23.0 22.0 40.0 18 1614.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 52162.0 0.64 27991.0 39.0 1.00 3.0 0.43 $100,000+ True 11250.000000 8FA23707177777161E52DED 3.0 52.0 52.0 0.0 0.0 41000.0 13298.00 NaN 0 NaN 0 135071 15000 2014-03-07 Q1 2014 946A35068649687154063A9 380.09 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
34261 B8953597222644610CB3669 1082906 2013-12-16 NaN 60 Current NaT 0.15449 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 10.0 15 FL Analyst Employed 368.0 True False NaN 2014-02-10 700.0 719.0 1961-11-15 16.0 10.0 39.0 6 941.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31581.0 0.72 11919.0 38.0 0.97 1.0 0.31 $50,000-74,999 True 5958.333333 47CD3706587812182DCAFE6 2.0 70.0 70.0 0.0 0.0 4050.0 0.00 NaN 0 NaN 1 132124 3900 2014-02-13 Q1 2014 E467347737019016020F851 89.02 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
34343 31C73597152310464749E00 1092437 2013-12-23 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 6.0 1 CA Sales - Commission Employed 19.0 False False NaN 2013-12-20 660.0 679.0 1987-05-01 8.0 8.0 26.0 7 335.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 7920.0 0.78 1539.0 21.0 0.95 0.0 0.27 $25,000-49,999 True 2203.666667 727437019279601379BB927 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124937 4000 2014-01-07 Q1 2014 0F4D3701110500470A394D7 135.84 271.6800 185.01 86.6700 -6.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
34597 974D359542973075758DE91 1052481 2013-11-26 NaN 36 Current NaT 0.30131 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 1.0 1 NC Clerical Employed 44.0 False False NaN 2013-11-26 640.0 659.0 1982-07-01 5.0 5.0 33.0 5 211.0 5.0 5.0 0.0 0.0 24.0 1.0 0.0 4910.0 0.93 298.0 31.0 0.58 2.0 0.03 $100,000+ True 12500.000000 ACC73700305678987C28CC1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120261 4000 2013-12-11 Q4 2013 55F9369835937260585B832 161.67 320.4644 146.67 173.7944 -6.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35067 CBFE3602781492149E49884 1167913 2014-02-19 NaN 36 Current NaT 0.30172 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 1.0 15 TX Teacher Employed 31.0 False False NaN 2014-02-19 640.0 659.0 2005-09-21 17.0 15.0 35.0 7 399.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9809.0 0.79 2416.0 25.0 0.96 0.0 0.37 $50,000-74,999 True 4666.666667 970A37062843537153B6B10 1.0 9.0 9.0 0.0 0.0 15000.0 13533.60 NaN 0 NaN 1 132366 8000 2014-02-21 Q1 2014 829635779106636699D5806 323.35 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35093 31B8360054573338082BC74 1138904 2014-01-16 NaN 60 Current NaT 0.25077 0.2254 0.2154 0.19710 0.1125 0.08460 3.0 D 4.0 1 VA Military Enlisted Employed 176.0 False False NaN 2014-03-07 660.0 679.0 2000-09-28 10.0 9.0 31.0 8 600.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 27057.0 0.66 9680.0 29.0 1.00 1.0 0.30 $50,000-74,999 True 5250.000000 439F370907605760127E52F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135609 15000 2014-03-12 Q1 2014 A9E13702841178041B3D269 418.90 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35309 9E1E3595630796030AB5ADB 1037880 2013-11-18 NaN 36 Current NaT 0.06726 0.0605 0.0505 0.05000 0.0074 0.04260 7.0 AA 10.0 7 NJ Other Employed 21.0 False False NaN 2014-02-06 760.0 779.0 2004-08-31 17.0 17.0 18.0 7 201.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 6136.0 0.09 58775.0 17.0 1.00 0.0 0.16 $50,000-74,999 True 5000.000000 4B983704608348913BD8CBE 1.0 19.0 19.0 0.0 0.0 6000.0 3332.82 NaN 0 NaN 1 131033 4500 2014-02-10 Q1 2014 68CE35480603082973C3A31 137.00 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35342 185F360439569801000C899 1237178 2014-03-06 NaN 60 Current NaT 0.17710 0.1535 0.1435 0.13481 0.0624 0.07241 4.0 C 3.0 1 CA Administrative Assistant Employed 149.0 False False NaN 2014-03-06 720.0 739.0 1995-11-15 18.0 15.0 43.0 13 342.0 2.0 7.0 0.0 0.0 0.0 1.0 0.0 6553.0 0.13 22638.0 42.0 1.00 2.0 0.21 $50,000-74,999 True 4416.666667 48DE370752612277710CF32 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135329 2800 2014-03-10 Q1 2014 7CB8370799825605806B1C8 67.13 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35551 1A8D36023381533169217DC 1189349 2014-02-10 NaN 60 Current NaT 0.19860 0.1745 0.1645 0.15300 0.0774 0.07560 4.0 C 8.0 1 IL Laborer Employed 44.0 True False NaN 2014-02-10 680.0 699.0 1983-09-01 14.0 14.0 44.0 13 874.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 31071.0 0.88 2478.0 38.0 0.94 0.0 0.47 $50,000-74,999 True 4166.666667 69B337076918459445FA950 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134361 11500 2014-03-05 Q1 2014 B0BB3706347081537A3FD9D 288.59 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 161
35611 379E3587024941514523CBB 864114 2013-08-08 NaN 60 Current NaT 0.20398 0.1800 0.1700 0.15867 0.0724 0.08627 4.0 C 3.0 1 TX Other Self-employed 94.0 True False NaN 2013-10-04 720.0 739.0 1999-10-25 10.0 9.0 14.0 6 544.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 17818.0 0.74 2807.0 12.0 1.00 0.0 NaN $100,000+ False 8333.333333 EBF936989971258774B53F4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111379 15000 2013-11-14 Q4 2013 6A5D3586720443156E7F2B8 380.90 1135.3027 469.37 665.9327 -37.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35824 383935867516947922D5EE1 875249 2013-08-20 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 1 TX Professional Employed 74.0 True False NaN 2013-09-23 700.0 719.0 1993-11-22 13.0 13.0 21.0 10 848.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 42937.0 0.91 3713.0 21.0 1.00 1.0 0.23 $50,000-74,999 True 5083.333333 981B3693471384460C9F540 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104299 5000 2013-10-02 Q4 2013 0C793580821802167BC7C93 120.27 599.2267 287.77 311.4567 -20.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35930 38773600510152427A037DF 1098094 2014-01-11 NaN 36 Current NaT 0.19744 0.1605 0.1505 0.14089 0.0674 0.07349 4.0 C 4.0 1 IL Laborer Employed 307.0 False False NaN 2014-03-04 680.0 699.0 1990-08-23 19.0 18.0 38.0 16 1106.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 44786.0 0.45 48710.0 33.0 1.00 1.0 0.43 $50,000-74,999 True 4750.000000 DBE337090631257633A5938 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 136270 12000 2014-03-11 Q1 2014 093B370398352938355CF3B 422.18 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35990 1987359827858610575623F 1114520 2014-01-02 NaN 60 Current NaT 0.22165 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 6.0 1 TX Professional Employed 280.0 True False NaN 2014-02-22 700.0 719.0 1996-02-05 10.0 9.0 27.0 7 1146.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 50960.0 0.74 13165.0 25.0 1.00 0.0 0.37 $50,000-74,999 True 5314.416667 B86E3707266432228AB7F55 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135499 15000 2014-03-06 Q1 2014 A4A63701709480087AA07DF 394.91 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
35992 19953595116186443365DCB 1050318 2013-11-25 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 8.0 1 CA Other Self-employed 40.0 True False NaN 2013-11-25 760.0 779.0 2000-10-01 21.0 21.0 46.0 23 507.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 13682.0 0.20 51397.0 46.0 1.00 0.0 NaN $25,000-49,999 False 3583.333333 46F13700229425751D79B04 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 119500 2000 2013-11-29 Q4 2013 2A083698806341202DF41FC 62.76 188.2800 148.94 39.3400 -4.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 44
35994 199B3598018692062108C76 1096149 2013-12-18 NaN 60 Current NaT 0.15016 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 10.0 1 CA Police Officer/Correction Officer Employed 308.0 True False NaN 2014-02-07 740.0 759.0 1992-10-26 12.0 12.0 28.0 9 576.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 130530.0 0.81 28940.0 27.0 1.00 0.0 0.23 $100,000+ True 9166.666667 37653705331337766AEE597 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131165 35000 2014-02-11 Q1 2014 DCEB3701001672524D54FCA 791.71 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 488
36192 17673590191397599B04F32 932440 2013-10-01 NaN 60 Current NaT 0.21935 0.1950 0.1850 0.17162 0.0824 0.08922 4.0 C 9.0 14 FL Accountant/CPA Employed 17.0 False False NaN 2013-10-01 640.0 659.0 1985-04-01 8.0 7.0 21.0 5 196.0 1.0 4.0 0.0 26175.0 4.0 3.0 0.0 6211.0 0.73 2361.0 18.0 0.77 1.0 0.15 $100,000+ True 11666.666667 42353694139927221FA8180 1.0 20.0 20.0 0.0 0.0 2000.0 1049.95 NaN 0 NaN 5 104181 20000 2013-10-07 Q4 2013 671E35307490256370F7559 524.33 2086.6351 802.73 1283.9051 -66.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
36230 985B3601157670084CA7FC6 1151968 2014-02-09 NaN 36 Current NaT 0.14751 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 6.0 7 NY NaN Other 65.0 False False NaN 2014-02-09 740.0 759.0 1993-11-02 7.0 7.0 42.0 6 546.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 7592.0 0.52 6908.0 20.0 1.00 1.0 0.32 $25,000-49,999 True 2500.000000 158E3706783976767FF431E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131827 3000 2014-02-11 Q1 2014 877F3706515020273E28460 99.49 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
36511 04053588643952074304508 902157 2013-09-13 NaN 36 Current NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 1.0 20 NY Professional Self-employed 44.0 False False NaN 2013-08-20 660.0 679.0 1999-10-11 11.0 10.0 14.0 8 452.0 0.0 3.0 0.0 0.0 4.0 0.0 0.0 15364.0 0.57 9465.0 13.0 0.76 0.0 NaN $25,000-49,999 False 3601.250000 EEE73694585203030DA7A1D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104794 4000 2013-10-04 Q4 2013 879B3397336189799C5D16C 155.80 776.4290 405.74 370.6890 -15.92 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37013 4A8F35928914787080B121C 988904 2013-11-02 NaN 36 Current NaT 0.30182 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 5.0 1 SC Teacher Employed 99.0 False False NaN 2013-11-02 640.0 659.0 1993-07-26 12.0 11.0 33.0 6 256.0 0.0 4.0 0.0 0.0 3.0 1.0 0.0 6481.0 0.54 3580.0 20.0 0.85 0.0 0.46 $25,000-49,999 True 3750.000000 EB993696737638227A7CD8B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109313 5000 2013-11-06 Q4 2013 986B369727071285138AF25 202.23 606.6900 284.17 322.5200 -12.26 0.0 0.0 0.0 0.0 1.0 0 0 0.0 44
37097 88813597579313556427319 1095113 2013-12-25 NaN 60 Current NaT 0.20347 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 7.0 1 KS Other Employed 120.0 True False NaN 2014-01-06 700.0 719.0 2001-12-20 16.0 16.0 29.0 12 720.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 22303.0 0.72 6554.0 28.0 1.00 1.0 0.33 $75,000-99,999 True 8283.333333 B9D837037504358268B3F10 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126647 6000 2014-01-15 Q1 2014 577836995091591011858D9 152.20 152.2000 60.73 91.4700 -5.10 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
37399 D9AF359861708085558E1B0 1076428 2014-01-01 NaN 60 Current NaT 0.15425 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 2 IL Other Employed 334.0 True False NaN 2014-02-06 720.0 739.0 1994-10-03 12.0 11.0 28.0 10 282.0 4.0 8.0 0.0 0.0 0.0 0.0 0.0 7961.0 0.36 13732.0 25.0 1.00 4.0 0.27 $50,000-74,999 True 4796.750000 49B6370651035633836B732 3.0 76.0 76.0 0.0 0.0 22000.0 13965.87 NaN 0 NaN 1 130635 11000 2014-02-11 Q1 2014 E8083419852557757495396 251.07 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37404 D9D43597614654117656435 1039105 2013-12-09 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 15 CA Laborer Employed 47.0 False False NaN 2013-12-09 640.0 659.0 1999-07-31 3.0 3.0 18.0 3 34.0 3.0 5.0 3.0 2877.0 33.0 0.0 0.0 1438.0 0.35 2562.0 13.0 0.64 0.0 0.03 $50,000-74,999 True 5833.333333 8CD1369980892613296C7B8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120842 4000 2013-12-11 Q4 2013 3B18359733256913211088B 166.54 329.9567 141.13 188.8267 -6.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37563 103B36002725491878567E3 1113064 2014-01-16 NaN 60 Current NaT 0.19860 0.1745 0.1645 0.15300 0.0774 0.07560 4.0 C 9.0 1 NY Other Employed 24.0 False False NaN 2014-03-05 700.0 719.0 2004-07-29 10.0 10.0 17.0 7 217.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 6276.0 0.29 10897.0 17.0 1.00 2.0 0.37 $25,000-49,999 True 3333.333333 C84E37085049106543C846C 1.0 2.0 2.0 0.0 0.0 4000.0 0.00 59.0 0 NaN 0 135591 10000 2014-03-12 Q1 2014 060B3693860250555248962 250.95 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37761 78D835971025680406A3489 1093115 2013-12-23 NaN 60 Current NaT 0.20372 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 1.0 1 FL Tradesman - Mechanic Self-employed 55.0 False False NaN 2014-02-08 700.0 719.0 1996-11-26 16.0 15.0 29.0 13 370.0 1.0 10.0 1.0 0.0 9.0 0.0 0.0 7639.0 0.39 10746.0 29.0 0.96 3.0 NaN $50,000-74,999 False 4583.333333 10D33705822704973E703BB 3.0 27.0 27.0 0.0 0.0 9300.0 1681.30 NaN 0 NaN 1 131156 8000 2014-02-11 Q1 2014 19C63381132863377E5F08A 202.93 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37941 349D3587495831350F0F648 882888 2013-08-28 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 4.0 1 CA Police Officer/Correction Officer Employed 101.0 True False NaN 2013-11-21 660.0 679.0 1993-01-19 10.0 8.0 29.0 8 517.0 0.0 3.0 1.0 138.0 5.0 0.0 0.0 31525.0 0.80 7825.0 27.0 0.89 0.0 0.14 $100,000+ True 10000.000000 2DEE3698211017519D7333F 2.0 51.0 51.0 0.0 0.0 26900.0 6685.84 NaN 0 NaN 4 118017 14000 2013-11-27 Q4 2013 EA463494084516244B9C542 454.31 1358.9448 1005.14 353.8048 -34.44 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37956 BFBE3587787568071C727D5 880578 2013-08-26 NaN 36 Completed 2014-01-31 0.22875 0.1915 0.1815 0.16862 0.0799 0.08872 4.0 C 7.0 1 NJ Professional Employed 37.0 False False NaN 2013-10-10 660.0 679.0 2007-03-14 13.0 13.0 19.0 13 459.0 4.0 8.0 0.0 0.0 0.0 0.0 0.0 15237.0 0.42 20717.0 18.0 1.00 0.0 0.20 $50,000-74,999 True 6083.333333 855D3695054268691EFE5D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105288 20000 2013-10-15 Q4 2013 8EC335867884136891E9E14 734.64 21092.1668 19999.99 1092.1768 -57.59 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
37970 52D63590298965206B9F22D 901650 2013-09-13 NaN 36 Current NaT 0.22875 0.1915 0.1815 0.16862 0.0799 0.08872 4.0 C 4.0 1 MD Car Dealer Employed 181.0 False False NaN 2013-10-15 720.0 739.0 1999-12-03 16.0 15.0 37.0 13 378.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 9814.0 0.32 20094.0 35.0 1.00 0.0 0.54 $25,000-49,999 True 4083.333333 1E613697020468908FDDDE5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 109039 15000 2013-10-31 Q4 2013 E93536927222935724BEEB5 550.98 2196.0501 1288.72 907.3301 -47.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
38008 D24A3593811582772FC10EB 1021236 2013-11-05 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 6.0 14 CA Computer Programmer Employed 3.0 False False NaN 2013-12-11 700.0 719.0 2007-09-01 9.0 7.0 14.0 7 294.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 11259.0 0.39 17191.0 11.0 1.00 2.0 0.14 $100,000+ True 11250.000000 0275370118102352450205B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121403 19000 2013-12-13 Q4 2013 AEF73698189576504E0BF0F 690.71 1371.8419 793.73 578.1119 -31.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
38178 530D3598692835446F81A97 1080955 2014-01-03 NaN 36 Current NaT 0.11563 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 7.0 1 CA Teacher Employed 107.0 True False NaN 2014-01-03 700.0 719.0 1997-05-16 12.0 12.0 32.0 10 587.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 27911.0 0.51 18771.0 30.0 0.96 1.0 0.23 $50,000-74,999 True 5416.666667 7AF637034781533984F2DC2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126493 20000 2014-01-13 Q1 2014 CB6337023333478298C59E9 634.04 629.2236 484.73 144.4936 -16.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
38308 668D3596407056998D52C5D 1079195 2013-12-15 NaN 36 Current NaT 0.08496 0.0716 0.0616 0.06044 0.0149 0.04554 7.0 AA 4.0 1 TX Other Self-employed 170.0 True False NaN 2014-01-27 800.0 819.0 1994-08-01 16.0 16.0 34.0 14 717.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 15213.0 0.37 25117.0 33.0 1.00 0.0 NaN $50,000-74,999 False 5833.333333 5E6D370454081693257C8DF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129964 15000 2014-01-30 Q1 2014 BBAA3701263800532469389 464.25 464.2500 378.92 85.3300 -11.92 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
38619 47C1359638497431975670B 1057901 2013-12-06 NaN 36 Current NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 1.0 3 CO Professional Employed 29.0 False False NaN 2014-01-14 640.0 659.0 1992-12-03 13.0 13.0 28.0 12 465.0 1.0 3.0 0.0 0.0 0.0 2.0 0.0 12785.0 0.73 3602.0 26.0 1.00 1.0 0.33 $25,000-49,999 True 2500.000000 9F4B37043517554537C364C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127679 2000 2014-01-22 Q1 2014 61E93477058090904D07D4F 85.55 85.5500 33.59 51.9600 -1.70 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
38729 482B3591121785122241362 964692 2013-10-07 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 7.0 1 VA Teacher Employed 39.0 False False NaN 2013-10-07 660.0 679.0 1981-10-08 16.0 16.0 59.0 17 511.0 2.0 2.0 0.0 0.0 50.0 1.0 0.0 12462.0 0.57 8074.0 56.0 0.62 3.0 0.13 $75,000-99,999 True 7083.333333 D7B83695247925698B07035 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106375 15000 2013-10-16 Q4 2013 B2E03409152133763A81302 404.54 1609.5915 579.40 1030.1915 -49.81 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
39307 12E135950665146999883CC 1030511 2013-11-24 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 7.0 15 IL Other Employed 6.0 False False NaN 2014-01-05 660.0 679.0 1987-11-22 9.0 8.0 37.0 7 363.0 1.0 4.0 0.0 0.0 28.0 1.0 0.0 10239.0 0.69 2454.0 33.0 0.75 2.0 0.16 $75,000-99,999 True 7500.000000 0BA73702394735984C16943 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125840 7000 2014-01-10 Q1 2014 6EB83698809044808125C27 274.41 254.8188 48.21 206.6088 -8.82 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
39598 9A903584852520528922785 855637 2013-07-30 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09653 0.0299 0.06663 6.0 A 10.0 1 NY Professional Employed 6.0 False False NaN 2013-09-30 740.0 759.0 2006-02-03 5.0 5.0 6.0 4 88.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 16588.0 0.41 23412.0 6.0 1.00 0.0 0.08 $100,000+ True 12500.000000 9CC73696394657920FF75D7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108097 25000 2013-10-24 Q4 2013 16E13574751771349BDDAD6 818.35 3265.8726 2380.45 885.4226 -81.25 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
40424 783135899713463907D0A00 958929 2013-10-04 NaN 36 Current NaT 0.09534 0.0819 0.0719 0.07038 0.0174 0.05298 7.0 AA 9.0 1 TX Accountant/CPA Employed 25.0 True False NaN 2013-11-11 760.0 779.0 1996-02-15 12.0 12.0 30.0 8 613.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 23441.0 0.47 25550.0 26.0 1.00 1.0 0.17 $100,000+ True 8828.000000 4CB536982604036273B342D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110787 20000 2013-11-19 Q4 2013 63053582825881137DFCF4D 628.48 1885.4400 1482.88 402.5600 -49.16 0.0 0.0 0.0 0.0 1.0 0 0 0.0 151
40941 B5F2359332362129436A37E 990936 2013-10-20 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 8.0 1 CO Sales - Commission Employed 33.0 False False NaN 2013-10-20 700.0 719.0 1993-07-17 8.0 8.0 22.0 7 612.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 19614.0 0.69 8309.0 21.0 0.95 0.0 0.25 $50,000-74,999 True 5833.333333 ACD937007024596029388D6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119799 20000 2013-12-09 Q4 2013 AED43578856111636FA9496 663.24 1989.7200 1416.48 573.2400 -48.21 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
41271 4EDE35876763248460CF96C 875737 2013-08-20 NaN 60 Current NaT 0.17532 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 6.0 1 KS Other Employed 232.0 True False NaN 2013-10-04 700.0 719.0 1990-09-24 9.0 7.0 25.0 7 253.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 8333.0 0.37 12081.0 23.0 1.00 1.0 0.15 $50,000-74,999 True 5721.000000 6BAF36952947808082E7641 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105426 15000 2013-10-16 Q4 2013 E147358761964603251E24D 358.43 1433.7200 678.36 755.3600 -49.69 0.0 0.0 0.0 0.0 1.0 0 0 0.0 88
41467 B8223599615211209B99D62 1148765 2014-01-21 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 6.0 1 NY NaN Other 0.0 False False NaN 2014-01-21 660.0 679.0 1995-10-01 11.0 11.0 34.0 15 281.0 0.0 2.0 0.0 0.0 2.0 1.0 0.0 3681.0 0.41 3828.0 29.0 0.75 1.0 0.24 $1-24,999 True 1560.833333 7C8B3704036254866132EED NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128841 3000 2014-01-29 Q1 2014 9C293704572990289636DD7 97.35 96.4960 71.73 24.7660 -2.47 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
41533 F9FF3595342727955302689 1030162 2013-12-06 NaN 60 Current NaT 0.18197 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 6.0 1 MN Food Service Employed 185.0 True False NaN 2014-01-14 720.0 739.0 2003-01-29 12.0 12.0 25.0 9 374.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 9398.0 0.57 6927.0 19.0 1.00 0.0 0.41 $50,000-74,999 True 4750.000000 13903704293583685A73C1F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127505 15000 2014-01-21 Q1 2014 FF533700263697741BC6D5A 363.58 357.0663 161.66 195.4063 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
41610 32E7359885073441942B436 1086421 2014-01-06 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 1 MI Professional Employed 10.0 False False NaN 2013-12-14 640.0 659.0 1989-10-11 10.0 10.0 33.0 7 476.0 2.0 3.0 0.0 0.0 23.0 1.0 0.0 19389.0 0.77 4656.0 23.0 0.78 2.0 0.14 $100,000+ True 13333.333333 A97D370380273548612EC99 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125025 10000 2014-01-09 Q1 2014 10EF370053437476709142C 392.01 385.4511 188.68 196.7711 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
41746 50113597041677779D09033 1044620 2013-12-03 NaN 60 Current NaT 0.16969 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 8.0 1 NJ Attorney Employed 25.0 True False NaN 2013-12-03 680.0 699.0 1993-01-30 9.0 8.0 47.0 3 167.0 0.0 5.0 0.0 0.0 20.0 1.0 0.0 5434.0 0.54 4516.0 39.0 0.71 1.0 0.19 $100,000+ True 9166.666667 2D6337014036587320A6564 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124492 15000 2013-12-31 Q4 2013 46B2369994840471431D4BF 354.10 702.1795 354.87 347.3095 -24.12 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42549 15FD3598544141186AD0EB7 1124382 2014-01-08 NaN 36 FinalPaymentInProgress NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 1.0 11 NY Other Employed 15.0 False False NaN 2014-01-08 660.0 679.0 2005-06-01 6.0 5.0 7.0 4 86.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 4685.0 0.70 1915.0 7.0 0.85 1.0 0.32 $25,000-49,999 True 3333.333333 64A73705973309537349563 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130509 10000 2014-02-10 Q1 2014 9BA13702104971279975E85 416.34 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42679 B93F3593611693040A93285 1014086 2013-11-12 NaN 36 Current NaT 0.13301 0.1050 0.0950 0.09202 0.0274 0.06462 6.0 A 2.0 1 WI NaN Other 0.0 False False NaN 2013-11-12 700.0 719.0 2006-01-31 10.0 10.0 20.0 9 238.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 10044.0 0.41 13668.0 18.0 1.00 1.0 0.18 $50,000-74,999 True 5583.333333 0AAD3697551038729771782 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111844 12500 2013-11-18 Q4 2013 CA5D36971921306938458B1 406.28 1218.8400 895.99 322.8500 -30.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 115
42682 C07335955667901793DE7FD 1021622 2013-11-19 NaN 60 Current NaT 0.16304 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 10.0 1 NJ Other Employed 226.0 True False NaN 2014-01-06 660.0 679.0 1998-04-23 12.0 11.0 19.0 9 997.0 1.0 6.0 0.0 0.0 0.0 1.0 0.0 173302.0 0.92 14407.0 19.0 0.94 0.0 0.18 $100,000+ True 9721.916667 D787370227072343055D6BA 1.0 10.0 10.0 0.0 0.0 12600.0 0.00 NaN 0 NaN 2 126451 10500 2014-01-13 Q1 2014 16EC35701032934720979B6 244.32 795.2926 601.46 193.8326 -14.13 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42702 D56A3594410514931F1587B 1018488 2013-11-05 NaN 36 Current NaT 0.26149 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 4.0 1 OH Sales - Retail Employed 319.0 False False NaN 2013-11-05 640.0 659.0 1994-07-22 5.0 5.0 18.0 3 216.0 2.0 6.0 0.0 0.0 4.0 1.0 0.0 7777.0 0.99 78.0 17.0 0.82 1.0 0.27 $50,000-74,999 True 5000.000000 9B623701283970739A5D1A4 2.0 21.0 21.0 0.0 0.0 17000.0 6824.76 NaN 0 NaN 2 124696 10000 2014-01-02 Q1 2014 FC34353843327272698D62A 383.72 767.4400 409.49 357.9500 -16.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
42745 176D3594206302808E74457 1031370 2013-11-11 NaN 60 Current NaT 0.22693 0.2024 0.1924 0.18000 0.0699 0.11010 4.0 C 5.0 1 CO Other Employed 87.0 False False NaN 2013-11-11 720.0 739.0 1993-04-21 9.0 9.0 16.0 9 413.0 0.0 0.0 0.0 0.0 6.0 1.0 0.0 17643.0 0.30 39980.0 16.0 0.81 0.0 0.26 $25,000-49,999 True 2583.333333 59C23698177755192A4E6DF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111215 10000 2013-11-19 Q4 2013 5F4435888401732594C7B7E 266.28 793.2948 293.77 499.5248 -24.96 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42750 17A93590655669644DB4C06 951186 2013-10-02 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 5.0 1 MD Other Employed 26.0 False False NaN 2013-12-23 720.0 739.0 1986-12-26 12.0 12.0 20.0 6 348.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14635.0 0.57 10865.0 17.0 1.00 0.0 0.41 $25,000-49,999 True 3000.000000 CB1B37030986463208432A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126059 10000 2014-01-13 Q1 2014 F80D3694083622957BA09F2 234.50 234.5000 112.62 121.8800 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
42751 17A93590655669644DB4C06 951186 2013-10-02 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 6.0 1 MD Other Employed 26.0 False False NaN 2013-12-23 720.0 739.0 1986-12-26 12.0 12.0 20.0 6 348.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14635.0 0.57 10865.0 17.0 1.00 0.0 0.41 $25,000-49,999 True 3000.000000 CB1B37030986463208432A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126059 10000 2014-01-13 Q1 2014 F80D3694083622957BA09F2 234.50 234.5000 112.62 121.8800 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
42853 326E358713509023002C93F 879606 2013-08-25 NaN 36 Current NaT 0.12274 0.0949 0.0849 0.08266 0.0224 0.06026 6.0 A 10.0 1 MO Other Other 556.0 True False NaN 2013-10-04 720.0 739.0 1986-05-01 10.0 9.0 34.0 8 583.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 24012.0 0.74 7153.0 31.0 1.00 0.0 0.20 $75,000-99,999 True 6250.000000 C4A036945086642539D255D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105430 20000 2013-10-09 Q4 2013 50693586760871250BC6D68 640.57 2557.0800 1945.95 611.1300 -64.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42864 4E6C3600381737152E1162B 1123619 2014-01-09 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 NY Other Employed 26.0 False False NaN 2014-01-06 720.0 739.0 2001-09-04 11.0 11.0 21.0 9 235.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 11732.0 0.23 37168.0 19.0 0.94 3.0 0.14 $50,000-74,999 True 5833.333333 7D4E3703528762579D8FB4D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125616 12000 2014-01-13 Q1 2014 C8923703124781459962F54 405.14 400.8200 271.22 129.6000 -10.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42899 D62C3598414283317862047 1102731 2013-12-22 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 1 VA Other Employed 15.0 True False NaN 2013-12-22 740.0 759.0 1997-07-30 9.0 8.0 20.0 7 502.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 16966.0 0.50 4071.0 19.0 1.00 0.0 0.36 $50,000-74,999 True 6000.000000 E4C03703922689510757926 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129832 15000 2014-01-29 Q1 2014 C9A63701222357576EA4D5C 506.42 506.4200 344.42 162.0000 -12.33 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
42975 8DB93592763621561116B4D 968180 2013-10-23 NaN 60 Current NaT 0.13840 0.1159 0.1059 0.10208 0.0324 0.06968 6.0 A 11.0 14 FL Professional Employed 163.0 False False NaN 2013-10-23 700.0 719.0 1997-12-06 8.0 8.0 35.0 5 219.0 1.0 4.0 0.0 0.0 4.0 1.0 0.0 6789.0 0.33 13411.0 33.0 0.72 0.0 0.16 $100,000+ True 8904.416667 921F36967280300332B2472 1.0 1.0 1.0 0.0 0.0 15000.0 0.00 14.0 0 NaN 5 107676 5000 2013-10-30 Q4 2013 F3FA36923435325398D4DD9 110.19 440.7600 252.16 188.6000 -16.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 34
43238 32DE35947606831431925E6 1026732 2013-11-06 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11477 0.0399 0.07487 6.0 A 6.0 1 OR Postal Service Employed 6.0 False False NaN 2013-11-06 680.0 699.0 2003-12-31 12.0 11.0 33.0 11 342.0 1.0 4.0 0.0 0.0 0.0 1.0 0.0 4189.0 0.73 1511.0 22.0 1.00 0.0 0.28 $25,000-49,999 True 3000.000000 3E863698750745346B51EF4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118768 10000 2013-11-26 Q4 2013 86623696952145710C5EE6B 336.89 1010.6700 690.85 319.8200 -24.62 0.0 0.0 0.0 0.0 1.0 0 0 0.0 138
43737 847C35847684000440C479D 857826 2013-08-01 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 4.0 1 OH Food Service Management Employed 54.0 True False NaN 2013-11-03 680.0 699.0 2001-06-15 7.0 7.0 11.0 5 202.0 0.0 5.0 0.0 0.0 0.0 1.0 0.0 5342.0 0.72 1845.0 10.0 0.90 0.0 0.21 $25,000-49,999 True 3333.333333 45213697436814070793BAD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109217 10000 2013-11-06 Q4 2013 B4CC3562764632538819F98 240.53 717.3434 335.34 382.0034 -24.92 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
43739 D475359492036133586991D 1054113 2013-11-26 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 6.0 1 CA Other Employed 15.0 True False NaN 2013-11-26 720.0 739.0 1988-12-28 20.0 19.0 41.0 12 2106.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 662645.0 0.94 42243.0 39.0 1.00 1.0 0.28 $100,000+ True 12166.666667 FC3D3700558900964DD1E51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120300 25000 2013-12-11 Q4 2013 7B663698950794025FC47C3 848.99 1697.9800 1129.02 568.9600 -41.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 360
43743 D4813598186980424D285BA 1115327 2014-01-02 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 8.0 1 NY Civil Service Employed 74.0 True False NaN 2014-01-29 740.0 759.0 1990-02-01 16.0 16.0 25.0 14 924.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 27818.0 0.66 12280.0 22.0 1.00 0.0 0.38 $50,000-74,999 True 4916.666667 6F8E370585104420589497D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130531 15000 2014-02-04 Q1 2014 04F33702118888527C72CC1 491.01 491.0100 364.55 126.4600 -11.51 0.0 0.0 0.0 0.0 1.0 0 0 0.0 280
43780 33A83600436066363252CED 1158389 2014-01-24 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 10.0 1 GA Computer Programmer Employed 95.0 True False NaN 2014-01-17 720.0 739.0 1995-03-01 10.0 9.0 32.0 8 608.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 27749.0 0.46 30103.0 28.0 1.00 0.0 0.22 $50,000-74,999 True 5625.000000 01663704101754715CF7C56 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129794 20000 2014-01-31 Q1 2014 C533370393947930153C6C3 644.41 638.9853 492.52 146.4653 -15.34 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
44123 163A35932924340001C4F7D 1010477 2013-11-11 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11480 0.0399 0.07490 6.0 A 7.0 1 CA Accountant/CPA Employed 55.0 True False NaN 2013-11-11 720.0 739.0 1994-01-25 9.0 7.0 19.0 5 505.0 0.0 7.0 0.0 0.0 7.0 0.0 0.0 16200.0 0.96 519.0 19.0 0.89 0.0 0.28 $50,000-74,999 True 4500.000000 64D2369910620157734C4F3 1.0 6.0 6.0 0.0 0.0 6000.0 5225.72 12.0 0 NaN 4 112111 15000 2013-11-19 Q4 2013 D9613576689597440F7FEAF 505.34 1510.6816 1036.30 474.3816 -36.93 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
44161 5E8F3599643384288AE0627 1155587 2014-01-22 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 1.0 1 IL Analyst Employed 50.0 False False NaN 2014-01-22 640.0 659.0 1990-12-17 9.0 9.0 34.0 9 317.0 3.0 8.0 0.0 0.0 68.0 1.0 0.0 8100.0 0.51 4515.0 29.0 0.79 4.0 0.08 $75,000-99,999 True 6416.666667 418537034487227597CA618 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129022 4000 2014-01-27 Q1 2014 2A353396715585229BD0B1D 166.54 163.4167 69.72 93.6967 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
44908 5B9935971952568721D5A85 1045723 2013-12-11 NaN 60 Current NaT 0.17327 0.1500 0.1400 0.13203 0.0574 0.07463 5.0 B 9.0 1 CA Nurse (RN) Employed 69.0 True False NaN 2013-12-11 680.0 699.0 2005-12-07 20.0 20.0 34.0 12 774.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 21643.0 0.75 4853.0 27.0 1.00 0.0 0.23 $100,000+ True 10416.666667 D31B37011614988750361EA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122374 25000 2013-12-17 Q4 2013 B0DD370025952889894F8A2 594.75 1179.2260 556.04 623.1860 -42.23 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
44928 184C35976403828892ED6A1 1074971 2013-12-14 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 5.0 1 NC Teacher Employed 126.0 False False NaN 2014-02-04 740.0 759.0 1999-02-18 20.0 17.0 45.0 15 506.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 12093.0 0.18 44559.0 44.0 1.00 4.0 0.22 $50,000-74,999 True 5583.333333 56B83705050263165815C04 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131047 6000 2014-02-06 Q1 2014 BECB37010596251106DEC95 194.70 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 18
45104 5C3E3600023139496C7F8FB 1148799 2014-01-19 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 1 NY Food Service Self-employed 6.0 False False NaN 2014-01-19 660.0 679.0 2006-07-12 12.0 12.0 22.0 6 262.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 10993.0 0.93 707.0 13.0 0.92 1.0 NaN $1-24,999 False 1250.000000 02983704628886994482743 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128386 4000 2014-01-22 Q1 2014 73B63703336820612575C9C 156.81 154.1864 75.48 78.7064 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45181 36783599473689922611501 1121686 2014-01-20 NaN 60 Current NaT 0.29081 0.2644 0.2544 0.23152 0.1375 0.09402 2.0 E 3.0 1 CA Administrative Assistant Employed 173.0 False False NaN 2014-02-20 660.0 679.0 1994-03-01 10.0 7.0 19.0 7 229.0 2.0 4.0 0.0 0.0 0.0 1.0 0.0 6525.0 0.89 621.0 15.0 1.00 0.0 0.21 $50,000-74,999 True 4366.666667 4E5F370847431168263C8B7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134796 7800 2014-03-07 Q1 2014 0F13370368443243306FF1B 235.57 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45277 167C35899336768316FF628 895686 2013-09-09 NaN 60 Current NaT 0.30337 0.2769 0.2669 0.24294 0.1375 0.10544 2.0 E 2.0 1 TX Analyst Employed 43.0 False False NaN 2013-10-22 640.0 659.0 2000-08-01 8.0 6.0 26.0 4 243.0 5.0 8.0 0.0 0.0 2.0 0.0 0.0 2251.0 0.10 18729.0 15.0 0.73 1.0 0.29 $75,000-99,999 True 7251.666667 A7B33696784085191A5E40C 1.0 10.0 10.0 0.0 0.0 12500.0 11181.36 NaN 0 NaN 5 106965 10000 2013-10-24 Q4 2013 7C053563169964538523850 309.49 1237.9600 315.79 922.1700 -33.30 0.0 0.0 0.0 0.0 1.0 0 0 0.0 77
45511 D535359304779450301F50D 1026555 2013-11-06 NaN 60 Current NaT 0.15271 0.1299 0.1199 0.11477 0.0399 0.07487 6.0 A 7.0 1 NM Analyst Employed 117.0 True False NaN 2013-11-06 760.0 779.0 1980-05-01 10.0 9.0 38.0 6 319.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 9191.0 0.30 21092.0 35.0 1.00 2.0 0.20 $25,000-49,999 True 3833.333333 FC32369762684194662ACA8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109722 15000 2013-11-13 Q4 2013 4B1436984013680975378A4 341.22 1018.3216 538.49 479.8316 -37.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45529 D95835933930307208F52C4 990568 2013-11-12 NaN 36 Current NaT 0.18020 0.1440 0.1340 0.12744 0.0474 0.08004 5.0 B 3.0 1 NY Other Self-employed 28.0 False False NaN 2013-11-12 760.0 779.0 2007-09-15 7.0 6.0 14.0 3 133.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 605.0 0.07 7195.0 7.0 1.00 0.0 NaN $100,000+ False 10833.333333 B2FE369898231601005D06F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110729 15000 2013-11-15 Q4 2013 76FD357156435251995C3E3 515.58 1609.6622 1098.09 511.5722 -35.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45692 53E136010775560293648FB 1143894 2014-01-18 NaN 36 Current NaT 0.19029 0.1535 0.1435 0.13481 0.0624 0.07241 4.0 C 4.0 1 CA Retail Management Self-employed 171.0 False False NaN 2014-02-25 660.0 679.0 1998-04-04 6.0 6.0 22.0 5 144.0 0.0 4.0 0.0 0.0 0.0 1.0 0.0 3954.0 0.67 1050.0 17.0 0.82 0.0 NaN $100,000+ False 17500.000000 D7B73708236608953B1C04F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134563 10000 2014-02-28 Q1 2014 BB403704893769801492E2E 348.37 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45725 15EE36016615209216208D4 1165181 2014-01-26 NaN 36 Current NaT 0.20051 0.1635 0.1535 0.14345 0.0699 0.07355 4.0 C 3.0 1 NV Other Employed 107.0 False False NaN 2014-03-05 680.0 699.0 2006-06-05 10.0 10.0 14.0 6 252.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 10523.0 0.66 4150.0 11.0 1.00 1.0 0.32 $25,000-49,999 True 3000.000000 13613707159689915F1DF4D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134817 10000 2014-03-07 Q1 2014 0E373693708081438FE7B8B 353.30 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45862 3A7A35919396040474F0E34 950042 2013-10-11 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 6.0 7 NY Clerical Employed 220.0 True False NaN 2014-01-07 780.0 799.0 1984-09-10 17.0 17.0 28.0 17 644.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 24781.0 0.35 44069.0 26.0 1.00 1.0 0.48 $1-24,999 True 1666.666667 C3BD370430023319807197A 1.0 6.0 6.0 0.0 0.0 2000.0 1904.59 NaN 0 NaN 2 128017 3000 2014-01-22 Q1 2014 9347358280335722273B8A1 96.66 95.8463 73.06 22.7863 -2.38 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45876 36C53593807764848463803 990877 2013-11-12 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 9.0 1 MI Computer Programmer Employed 44.0 False False NaN 2014-01-07 700.0 719.0 2011-01-24 18.0 16.0 18.0 13 392.0 3.0 12.0 0.0 0.0 0.0 0.0 0.0 10102.0 0.24 29533.0 18.0 1.00 5.0 0.20 $75,000-99,999 True 6694.583333 8EA13703924871671130495 1.0 2.0 2.0 0.0 0.0 9000.0 0.00 36.0 0 NaN 2 125744 15000 2014-01-09 Q1 2014 301036945739917596E0D97 486.76 973.5200 724.42 249.1000 -23.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
45981 54C23601428098917898B64 1134181 2014-01-28 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 FL Executive Employed 131.0 True False NaN 2014-01-10 680.0 699.0 1997-02-08 11.0 11.0 26.0 10 487.0 0.0 2.0 0.0 0.0 2.0 1.0 0.0 9836.0 0.72 3505.0 24.0 0.95 1.0 0.20 $50,000-74,999 True 4166.666667 45123705105325580F0C7EC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129483 11000 2014-02-03 Q1 2014 90863696928143674092794 356.96 353.8288 269.29 84.5388 -8.44 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
46050 975C359925856689559EBE9 1138460 2014-01-16 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 8 WA Retail Management Employed 27.0 True False NaN 2014-01-16 660.0 679.0 2002-03-27 5.0 5.0 8.0 2 56.0 1.0 6.0 1.0 236.0 0.0 0.0 0.0 1613.0 0.59 1087.0 7.0 0.87 0.0 0.16 $50,000-74,999 True 5833.333333 5F003705264995347A70F7E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129368 4500 2014-01-30 Q1 2014 92F6370447687647294AD99 166.55 164.1212 96.12 68.0012 -3.58 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
46223 A4403600210913335260ACF 1131123 2014-01-10 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 4.0 1 ID Landscaping Self-employed 45.0 False False NaN 2014-01-07 680.0 699.0 1998-01-21 12.0 9.0 22.0 5 304.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 8515.0 0.88 703.0 20.0 1.00 0.0 NaN $25,000-49,999 False 2916.666667 7C913703767465031CBCDF8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126143 10000 2014-01-14 Q1 2014 884A3703635305307D03C28 355.78 355.7800 212.67 143.1100 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
46626 BD303598852667395BF7AFD 1112691 2014-01-04 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 5.0 1 WA Other Employed 257.0 False False NaN 2014-01-04 660.0 679.0 1993-04-01 8.0 8.0 35.0 6 228.0 0.0 2.0 1.0 21157.0 10.0 1.0 0.0 7816.0 0.62 2567.0 34.0 0.82 2.0 0.26 $25,000-49,999 True 3833.333333 9B75370394966577910C47B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125951 4000 2014-01-10 Q1 2014 50C637027526868916B4ADA 132.65 131.3470 92.26 39.0870 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47269 401F360204046502794EE5E 1177424 2014-02-03 NaN 36 Current NaT 0.14853 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 5.0 1 VA Other Employed 221.0 True False NaN 2014-03-07 700.0 719.0 1998-07-01 13.0 13.0 36.0 10 1254.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 67127.0 0.66 33173.0 35.0 1.00 2.0 0.29 $100,000+ True 9000.000000 DC2B370723835844663E72A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 136336 20000 2014-03-11 Q1 2014 5D9A370625895486416CF43 664.19 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47397 D2A53601093111475927586 1199490 2014-02-07 NaN 36 Current NaT 0.16361 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 4.0 13 NJ Sales - Commission Employed 19.0 False False NaN 2014-01-24 680.0 699.0 2004-05-18 11.0 10.0 17.0 9 237.0 2.0 9.0 0.0 0.0 2.0 0.0 0.0 4233.0 0.59 2899.0 17.0 0.82 1.0 0.13 $50,000-74,999 True 5833.333333 4D723706430450688469AF2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133514 3000 2014-02-26 Q1 2014 A09B370476595881242CA18 100.71 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47399 D2BD36001742325916DAE2A 1120459 2014-01-20 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 2.0 1 MS NaN Other 180.0 False False NaN 2014-01-20 700.0 719.0 1988-04-01 7.0 7.0 30.0 8 680.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 23778.0 0.86 3822.0 28.0 1.00 0.0 0.55 $25,000-49,999 True 2676.000000 B1E63703144450331090015 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127853 10000 2014-01-22 Q1 2014 B092370495017137908D1FC 273.35 267.4596 90.75 176.7096 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47546 E5B73598878865577101AA1 1094962 2014-01-09 NaN 36 Current NaT 0.21342 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 4.0 3 FL Professional Employed 64.0 False False NaN 2014-01-09 700.0 719.0 2006-05-02 7.0 7.0 14.0 6 177.0 0.0 7.0 2.0 149.0 0.0 0.0 0.0 4869.0 0.52 4244.0 12.0 0.71 1.0 0.23 $50,000-74,999 True 5000.000000 49B7370243085215886A430 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126290 15000 2014-01-14 Q1 2014 F23A3702765048507DAD5A3 539.66 532.4066 314.80 217.6066 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47873 93D035955508899504D4090 1028087 2013-11-23 NaN 36 Current NaT 0.30131 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 4.0 1 VA Professional Employed 29.0 True False NaN 2013-11-23 660.0 679.0 2002-07-03 5.0 5.0 16.0 1 30.0 1.0 3.0 0.0 0.0 4.0 1.0 0.0 298.0 0.14 1702.0 13.0 0.73 0.0 0.46 $25,000-49,999 True 2600.000000 4CB23700025692731F04564 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119762 10000 2013-12-05 Q4 2013 8454369907063464993D479 404.19 801.1910 366.70 434.4910 -16.83 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
47953 340235897972855974219CF 923713 2013-09-25 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 MI Police Officer/Correction Officer Employed 114.0 True False NaN 2013-11-07 720.0 739.0 1993-12-13 14.0 6.0 33.0 2 105.0 4.0 10.0 0.0 0.0 5.0 0.0 0.0 1257.0 0.25 3743.0 32.0 1.00 2.0 0.35 $50,000-74,999 True 4666.666667 8F1E3699199977767F1044F 2.0 13.0 13.0 0.0 0.0 5000.0 1889.13 NaN 0 NaN 4 111973 5000 2013-11-19 Q4 2013 DB323461968933552A78DFE 125.88 375.2290 158.21 217.0190 -12.47 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
48550 9A9F35950402943800CFCC0 1055568 2013-11-26 NaN 60 Current NaT 0.15040 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 10.0 1 CA Other Employed 156.0 True False NaN 2014-02-18 760.0 779.0 2000-10-05 16.0 10.0 33.0 7 800.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 26680.0 0.30 61480.0 32.0 1.00 1.0 0.21 $75,000-99,999 True 7889.583333 CFE33707201242462CA6F3C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132297 25000 2014-02-20 Q1 2014 EF0036987421409500826E1 565.50 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
48995 B0CB3591489805436B61EAA 949426 2013-10-14 NaN 60 Current NaT 0.21832 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 7.0 1 ID Other Employed 2.0 False False NaN 2013-12-01 720.0 739.0 1988-07-01 11.0 10.0 21.0 9 995.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 31009.0 0.84 5861.0 20.0 1.00 0.0 0.46 $25,000-49,999 True 4041.666667 51CB3701727369132F7B566 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122254 15000 2013-12-17 Q4 2013 5F17355648067361763C610 392.42 776.8674 292.93 483.9374 -25.36 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49038 DE8535960513435199406CE 1056749 2013-12-06 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 4.0 1 NJ Other Employed 26.0 True False NaN 2013-12-06 700.0 719.0 2005-07-22 12.0 12.0 25.0 10 351.0 0.0 7.0 1.0 106.0 0.0 1.0 0.0 7540.0 0.56 3529.0 24.0 0.96 2.0 0.36 $25,000-49,999 True 2720.833333 D895370150591392337ED6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122984 10000 2013-12-23 Q4 2013 22B53699795042922A27DCC 335.69 671.3800 457.44 213.9400 -16.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49191 3D30360248447457983DFD4 1151314 2014-02-09 NaN 36 Current NaT 0.31709 0.2774 0.2674 0.24313 0.1425 0.10063 2.0 E 3.0 1 CA Truck Driver Employed 6.0 False False NaN 2014-02-09 660.0 679.0 1998-02-15 8.0 8.0 34.0 8 223.0 1.0 3.0 0.0 0.0 35.0 1.0 0.0 4148.0 0.41 5706.0 31.0 0.70 2.0 0.16 $25,000-49,999 True 3166.666667 04B43706530809030EB953F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132136 7000 2014-02-13 Q1 2014 365F37003904102196D861A 288.56 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 7
49392 A33C35896968384756D05FE 899615 2013-09-12 NaN 60 Current NaT 0.29618 0.2699 0.2599 0.23673 0.1325 0.10423 2.0 E 5.0 1 IL Nurse (LPN) Employed 12.0 False False NaN 2013-09-12 640.0 659.0 1995-02-02 6.0 5.0 39.0 5 164.0 0.0 2.0 0.0 0.0 35.0 1.0 0.0 4385.0 0.93 263.0 31.0 0.77 3.0 0.20 $25,000-49,999 True 3916.666667 118536926571899678834E2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102599 10000 2013-09-24 Q3 2013 EFB5369344382888770B04E 305.29 1646.4500 578.15 1068.3000 -39.59 0.0 0.0 0.0 0.0 1.0 0 0 0.0 35
49527 1CF43590627610277373CFE 956166 2013-10-03 NaN 60 Current NaT 0.21832 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 5.0 1 CA Other Employed 187.0 True False NaN 2014-01-03 720.0 739.0 1997-09-19 14.0 14.0 28.0 12 373.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 12753.0 0.63 7225.0 28.0 1.00 0.0 0.55 $50,000-74,999 True 4416.666667 0D8F37036734373301ED419 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124788 15000 2014-01-08 Q1 2014 279C3695337366860B31B72 392.42 384.4474 145.27 239.1774 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49550 A4D03599215788186A28485 1088191 2014-01-06 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 7.0 2 CA NaN Other 0.0 True False NaN 2014-02-05 660.0 679.0 1992-05-01 6.0 6.0 29.0 6 317.0 1.0 4.0 0.0 0.0 14.0 1.0 0.0 8818.0 0.57 5336.0 26.0 0.69 0.0 0.21 $25,000-49,999 True 3333.333333 21593705580575118B2AA1D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131458 10000 2014-02-10 Q1 2014 96533701978000198F67CAD 370.11 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49739 6DD735903690024343355D2 908557 2013-09-18 NaN 60 Current NaT 0.18555 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 4.0 1 AL Clerical Employed 17.0 True False NaN 2013-11-15 680.0 699.0 2003-03-29 5.0 5.0 19.0 4 117.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 4733.0 0.00 0.0 18.0 0.94 0.0 0.13 $25,000-49,999 True 2833.333333 07E0369828833809493A6AE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112522 10000 2013-11-22 Q4 2013 60CE369390919794302D054 244.24 728.2816 328.94 399.3416 -24.93 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49753 4AED359809095985758FB75 1094490 2013-12-18 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 3.0 1 SC Other Self-employed 79.0 False False NaN 2013-12-18 700.0 719.0 2004-11-26 14.0 13.0 16.0 10 411.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 17374.0 0.70 6210.0 15.0 1.00 0.0 NaN $100,000+ False 8333.333333 A63D37020792269712A803C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123074 15000 2013-12-23 Q4 2013 746B37018699401288C5E8E 378.05 748.8466 308.68 440.1666 -25.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
49990 38C53592246429639472941 970565 2013-10-24 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 OH Engineer - Electrical Employed 47.0 False False NaN 2014-01-12 740.0 759.0 2005-10-18 20.0 18.0 35.0 11 586.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 6909.0 0.26 17935.0 26.0 1.00 1.0 0.31 $100,000+ True 8333.333333 77AE3704596792760D4B3F2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127607 15000 2014-01-22 Q1 2014 09CE3586432711023DD2599 506.42 506.4200 339.02 167.4000 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 14
50029 E80A35895696683523E6E63 915278 2013-09-16 NaN 36 Past Due (61-90 days) NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 4.0 1 IL Retail Management Self-employed 164.0 True False NaN 2013-10-17 680.0 699.0 1996-03-20 23.0 22.0 50.0 22 615.0 1.0 8.0 0.0 0.0 6.0 0.0 0.0 16874.0 0.34 31009.0 45.0 1.00 1.0 NaN $50,000-74,999 False 4583.333333 C5AE3695930548220277113 NaN NaN NaN NaN NaN NaN NaN NaN 79 NaN 5 106407 15000 2013-10-21 Q4 2013 C9D13692851298295484EDA 555.93 547.7930 303.68 244.1130 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
50234 58AF36010346909280F983E 1170591 2014-01-30 NaN 36 Current NaT 0.22966 0.1920 0.1820 0.16810 0.0899 0.07820 4.0 C 7.0 1 WI Other Other 98.0 True False NaN 2014-03-05 660.0 679.0 1980-04-17 14.0 14.0 53.0 10 259.0 1.0 3.0 1.0 0.0 22.0 1.0 0.0 7429.0 0.39 4222.0 45.0 0.91 0.0 0.41 $25,000-49,999 True 4103.166667 922B37086193984416DAF1A 1.0 11.0 11.0 0.0 0.0 5000.0 3765.44 NaN 0 NaN 0 134805 4000 2014-03-07 Q1 2014 B4CE35730893965833B5042 147.03 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
50364 EBD63592959047704EB88FD 998232 2013-10-23 NaN 60 Past Due (1-15 days) NaT 0.25625 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 5.0 1 NY Accountant/CPA Employed 29.0 False False NaN 2013-10-23 640.0 659.0 2004-03-31 6.0 5.0 40.0 5 98.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3101.0 0.93 199.0 8.0 0.75 0.0 0.09 $50,000-74,999 True 4166.666667 8F873697241604859FD3EEC NaN NaN NaN NaN NaN NaN NaN NaN 10 NaN 5 107517 10000 2013-10-29 Q4 2013 B0633696863965482D904AA 282.48 841.1112 270.38 570.7312 -24.98 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
50504 D5203595769802774D7503C 1067478 2013-12-04 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 FL Teacher Employed 18.0 True False NaN 2013-12-04 740.0 759.0 1995-07-20 22.0 18.0 29.0 8 323.0 5.0 17.0 0.0 0.0 0.0 0.0 0.0 6558.0 0.24 20692.0 29.0 1.00 1.0 0.47 $50,000-74,999 True 4416.666667 DF09369971490763030FC20 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120180 7500 2013-12-11 Q4 2013 9B64369975592201617668B 197.45 390.8521 145.13 245.7221 -12.68 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
50556 734235975412858784F6A7D 1103195 2013-12-30 NaN 36 Current NaT 0.07922 0.0659 0.0559 0.05501 0.0124 0.04261 7.0 AA 10.0 1 TN Sales - Commission Employed 83.0 True False NaN 2013-12-12 760.0 779.0 1999-08-07 10.0 10.0 27.0 6 145.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4083.0 0.42 5617.0 24.0 1.00 0.0 0.21 $75,000-99,999 True 7750.000000 B2A63702421151720D62503 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 123774 18000 2014-01-02 Q1 2014 C29C3700649091016B93F28 552.42 1104.8400 915.38 189.4600 -28.75 0.0 0.0 0.0 0.0 1.0 0 0 0.0 214
50683 1EA135971416809032704EB 1054672 2013-12-17 NaN 60 Current NaT 0.26487 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 7 MA Other Employed 75.0 False False NaN 2013-12-17 720.0 739.0 2003-08-29 15.0 14.0 26.0 5 493.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 19518.0 0.93 1394.0 24.0 1.00 1.0 0.48 $25,000-49,999 True 4083.333333 528437020930294204C0211 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125782 10000 2014-01-08 Q1 2014 AA39370025918440864DD2C 287.33 287.3300 84.00 203.3300 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 17
50761 CDFB3588980067860F9C7F3 893227 2013-09-12 NaN 36 Current NaT 0.20462 0.1679 0.1579 0.14870 0.0599 0.08880 5.0 B 11.0 1 TX Other Employed 119.0 False False NaN 2013-08-31 740.0 759.0 1984-08-01 12.0 12.0 28.0 12 1491.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 46403.0 0.92 3574.0 26.0 1.00 0.0 0.33 $75,000-99,999 True 6717.333333 77EB3693510663616AAD6D9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101409 15000 2013-09-18 Q3 2013 8562357356239081150627B 533.22 2659.2000 1656.88 1002.3200 -60.10 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
50887 A3BE359931200485525728D 1126419 2014-01-08 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 9.0 1 IL Professional Employed 8.0 False False NaN 2014-01-23 640.0 659.0 1986-01-23 14.0 12.0 28.0 14 688.0 3.0 6.0 3.0 305.0 0.0 0.0 0.0 14548.0 0.86 2172.0 25.0 0.64 3.0 0.23 $100,000+ True 8333.333333 433F3704669994375948528 2.0 13.0 13.0 0.0 0.0 23000.0 0.00 NaN 0 NaN 2 129722 18000 2014-01-31 Q1 2014 B2573422250230289C266CE 611.27 611.2700 424.17 187.1000 -13.81 0.0 0.0 0.0 0.0 1.0 0 0 0.0 54
51079 EE1035933073407144B5C83 989749 2013-11-12 NaN 36 Completed 2014-02-18 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 3.0 1 NE Professional Employed 222.0 True False NaN 2013-12-13 660.0 679.0 1994-07-11 16.0 16.0 43.0 13 1027.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 38936.0 0.85 6198.0 39.0 0.94 0.0 0.16 $100,000+ True 14583.333333 9D45370048153233027DC6B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123094 5000 2013-12-19 Q4 2013 9FA83698836314377793393 185.05 5160.2814 5000.00 160.2814 -8.28 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
51346 1C9D3598390462626E2A23B 1119198 2014-01-06 NaN 36 Current NaT 0.26855 0.2304 0.2204 0.20169 0.1125 0.08919 3.0 D 2.0 1 WA Accountant/CPA Employed 37.0 True False NaN 2014-01-06 680.0 699.0 1990-03-26 10.0 10.0 29.0 5 413.0 1.0 5.0 0.0 0.0 15.0 0.0 0.0 14140.0 0.60 9360.0 27.0 0.85 2.0 0.23 $100,000+ True 10333.333333 8E9E3702696432920E08CA8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126067 5948 2014-01-09 Q1 2014 5A32370248364151027D0A7 230.37 230.3700 113.98 116.3900 -5.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 4
51906 924535997868157428B74CA 1136469 2014-01-14 NaN 36 Current NaT 0.26383 0.2254 0.2154 0.19710 0.1125 0.08460 3.0 D 6.0 13 GA Computer Programmer Employed 27.0 False False NaN 2014-03-04 660.0 679.0 1995-09-10 18.0 13.0 68.0 8 589.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 22716.0 0.63 13184.0 50.0 1.00 3.0 0.36 $75,000-99,999 True 7916.666667 8D9537079632055639B5565 4.0 16.0 16.0 0.0 0.0 19800.0 0.00 17.0 0 NaN 0 135567 5500 2014-03-11 Q1 2014 797C355327183026678DCED 211.59 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52064 FC1C3592351865084874FDB 968319 2013-10-09 NaN 60 Current NaT 0.19221 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 2.0 1 OR Police Officer/Correction Officer Employed 148.0 True False NaN 2013-11-25 680.0 699.0 1999-10-14 6.0 6.0 21.0 2 227.0 0.0 1.0 0.0 0.0 6.0 0.0 0.0 9796.0 0.93 704.0 18.0 0.88 0.0 0.26 $75,000-99,999 True 6666.666667 C9DC3699940314050E80455 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 119200 25000 2013-11-27 Q4 2013 6D393696083804373EC1B02 619.30 1857.9000 807.73 1050.1700 -62.33 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52300 484A35998508311489FDC9F 1125972 2014-01-08 NaN 36 Current NaT 0.07620 0.0629 0.0529 0.05221 0.0099 0.04231 7.0 AA 10.0 1 CA Medical Technician Employed 17.0 True False NaN 2014-01-08 780.0 799.0 2001-02-05 10.0 10.0 18.0 8 192.0 0.0 8.0 0.0 0.0 0.0 0.0 0.0 13147.0 0.18 56853.0 17.0 1.00 0.0 0.24 $50,000-74,999 True 4321.666667 F70737035714494792CFCBF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125928 15000 2014-01-14 Q1 2014 9A3A3703078429957296443 458.30 455.7151 378.17 77.5451 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52353 FC453601437434724612543 1154037 2014-01-22 NaN 36 Current NaT 0.30172 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 2.0 1 CA Accountant/CPA Employed 7.0 False False NaN 2014-02-22 680.0 699.0 2000-01-15 12.0 12.0 20.0 13 433.0 2.0 6.0 0.0 0.0 0.0 1.0 0.0 10425.0 0.72 3979.0 20.0 0.95 4.0 0.24 $50,000-74,999 True 5416.666667 17263707442348890C1855C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133745 10000 2014-02-27 Q1 2014 5E013703934424152ED4DFD 404.19 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52383 1CF43590627610277373CFE 956166 2013-10-03 NaN 60 Current NaT 0.21832 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 3.0 1 CA Other Employed 187.0 True False NaN 2014-01-03 720.0 739.0 1997-09-19 14.0 14.0 28.0 12 373.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 12753.0 0.63 7225.0 28.0 1.00 0.0 0.55 $50,000-74,999 True 4416.666667 0D8F37036734373301ED419 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124788 15000 2014-01-08 Q1 2014 279C3695337366860B31B72 392.42 384.4474 145.27 239.1774 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52519 578F3590191401085162096 893464 2013-09-12 NaN 36 Current NaT 0.20268 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 4.0 1 MN Analyst Employed 395.0 False False NaN 2013-11-07 640.0 659.0 1994-10-07 14.0 13.0 44.0 18 438.0 0.0 2.0 4.0 13614.0 17.0 0.0 0.0 2875.0 0.67 973.0 35.0 0.88 0.0 0.11 $75,000-99,999 True 6683.333333 A610369824771651712FA50 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110438 5000 2013-11-13 Q4 2013 09A9369331989249588A57A 177.27 529.5360 327.20 202.3360 -12.32 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52546 0A933581807397002C26759 812537 2013-06-18 NaN 60 Current NaT 0.16294 0.1399 0.1299 0.12380 0.0449 0.07890 5.0 B 4.0 1 MO Retail Management Employed 220.0 True False NaN 2013-08-28 760.0 779.0 1998-10-27 9.0 8.0 33.0 7 490.0 2.0 3.0 0.0 0.0 10.0 0.0 0.0 12707.0 0.00 2000.0 29.0 0.93 1.0 0.20 $75,000-99,999 True 6916.666667 2C7D36941069035644643EB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105055 16000 2013-10-07 Q4 2013 D1D0358152283810929B334 372.21 1488.8400 747.69 741.1500 -52.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 155
52784 9EAE3598020823653DF0917 1087994 2013-12-21 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 6.0 2 WV Engineer - Electrical Employed 5.0 True False NaN 2014-01-30 720.0 739.0 1999-08-30 20.0 9.0 30.0 2 253.0 5.0 12.0 0.0 0.0 0.0 0.0 0.0 15337.0 0.90 1663.0 30.0 1.00 3.0 0.22 $100,000+ True 10833.333333 A2E637064692690708B5F55 3.0 62.0 62.0 0.0 0.0 17000.0 0.00 NaN 0 NaN 1 131162 35000 2014-02-11 Q1 2014 5B0234640675014779B98A6 1207.30 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
52817 1DC23600201690400A1833D 1108543 2014-01-14 NaN 60 Current NaT 0.14170 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 7.0 13 NJ Engineer - Chemical Employed 81.0 True False NaN 2014-02-18 700.0 719.0 2000-09-01 10.0 10.0 15.0 7 203.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 3945.0 0.47 3447.0 14.0 0.86 0.0 0.21 $50,000-74,999 True 5881.250000 41B13707697741747CC23DE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133648 20000 2014-02-24 Q1 2014 1C3637025745030035799D4 443.78 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
53225 1C023588701262971AFB611 908028 2013-09-18 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 6.0 1 FL Clerical Employed 74.0 False False NaN 2013-11-23 660.0 679.0 1994-08-18 11.0 10.0 35.0 11 240.0 1.0 3.0 0.0 0.0 43.0 1.0 0.0 5606.0 0.60 3276.0 29.0 0.68 1.0 0.32 $25,000-49,999 True 3000.000000 6D1E3701283302779865B5D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124906 10000 2014-01-02 Q1 2014 099F3692761861748170ECA 339.59 679.1800 462.49 216.6900 -15.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
53298 A39E3589260960553A79E19 914025 2013-09-20 NaN 36 Current NaT 0.26917 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 1.0 1 KS NaN Other 38.0 False False NaN 2013-10-22 660.0 679.0 1983-10-01 8.0 8.0 25.0 8 243.0 1.0 3.0 0.0 0.0 2.0 1.0 0.0 5181.0 0.90 343.0 22.0 0.90 1.0 0.35 $1-24,999 True 1442.000000 1D68369572080224925FEFC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107738 4000 2013-10-25 Q4 2013 74763693600808582CB6B10 155.05 620.2000 318.01 302.1900 -13.08 0.0 0.0 0.0 0.0 1.0 0 0 0.0 14
53432 20293595492566021D84542 1035191 2013-11-25 NaN 36 Current NaT 0.22773 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 2.0 1 MI Laborer Employed 16.0 False False NaN 2014-01-09 680.0 699.0 1989-01-01 12.0 12.0 17.0 8 286.0 1.0 2.0 0.0 0.0 0.0 1.0 0.0 6597.0 0.41 8276.0 16.0 0.93 3.0 0.41 $1-24,999 True 1166.666667 9D9E3704090500283621DA3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127631 3000 2014-01-22 Q1 2014 E75636983618984437F086B 110.04 108.4742 61.50 46.9742 -2.55 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
53552 FC5F3592110384244FC7BA7 961598 2013-10-17 NaN 60 Current NaT 0.20321 0.1790 0.1690 0.15695 0.0799 0.07705 4.0 C 8.0 2 ID Executive Employed 209.0 True False NaN 2014-03-04 700.0 719.0 1981-08-25 23.0 22.0 40.0 18 1614.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 52162.0 0.64 27991.0 39.0 1.00 3.0 0.43 $100,000+ True 11250.000000 8FA23707177777161E52DED 3.0 52.0 52.0 0.0 0.0 41000.0 13298.00 NaN 0 NaN 0 135071 15000 2014-03-07 Q1 2014 946A35068649687154063A9 380.09 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
53598 E5BD35991745482148E2571 1088101 2014-01-06 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 6.0 1 PA Skilled Labor Employed 58.0 True False NaN 2014-01-06 700.0 719.0 1991-05-17 10.0 10.0 31.0 8 284.0 3.0 4.0 2.0 150.0 0.0 0.0 0.0 8045.0 0.53 5108.0 27.0 0.89 2.0 0.20 $25,000-49,999 True 3541.666667 4B6337047665637450BCFEA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127008 10000 2014-01-21 Q1 2014 6E1337032996556936F3B8C 335.69 332.1996 227.49 104.7096 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
53748 74B235904954936949BA300 930295 2013-09-30 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 7.0 1 IN Truck Driver Employed 4.0 False False NaN 2013-09-20 700.0 719.0 2000-03-21 8.0 8.0 15.0 7 198.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4297.0 0.84 457.0 15.0 1.00 0.0 0.22 $25,000-49,999 True 2916.666667 19BA3695602076075008694 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104908 4000 2013-10-04 Q4 2013 713E3694121837639DB634B 141.02 703.3247 448.58 254.7447 -15.84 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
54110 5D063590245262990C88283 932593 2013-10-01 NaN 36 Current NaT 0.33973 0.2999 0.2899 0.26366 0.1525 0.11116 1.0 HR 2.0 13 CA Sales - Commission Employed 8.0 False False NaN 2013-10-01 640.0 659.0 1994-03-17 8.0 6.0 31.0 1 33.0 6.0 19.0 0.0 0.0 9.0 2.0 0.0 343.0 0.85 57.0 24.0 0.55 0.0 0.16 $50,000-74,999 True 6000.000000 E7C1369537186202755A234 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103737 4000 2013-10-03 Q4 2013 FFDF36955266353693FD9E0 169.78 845.6134 369.87 475.7434 -15.98 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
54248 44A3358531596943569CB21 851219 2013-07-25 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 5.0 1 SD Other Employed 60.0 True False NaN 2013-09-26 720.0 739.0 1990-05-01 11.0 11.0 23.0 7 907.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 35115.0 0.96 1097.0 20.0 1.00 0.0 0.50 $25,000-49,999 True 3166.666667 03D536943320561365800F4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103437 4000 2013-10-01 Q4 2013 1CE035838895864274DECC7 143.81 717.1212 440.10 277.0212 -15.85 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
54539 4DCF35899789946176957D9 926425 2013-09-28 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 1.0 1 ID NaN Other 0.0 True False NaN 2013-09-28 660.0 679.0 2000-03-15 7.0 7.0 17.0 5 140.0 2.0 5.0 0.0 0.0 7.0 0.0 0.0 3871.0 0.67 1536.0 14.0 0.85 2.0 0.38 $1-24,999 True 1041.666667 382536934034871979AF1D2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103901 4000 2013-10-01 Q4 2013 C9D83554483716706F97F22 172.76 863.8000 351.43 512.3700 -16.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 34
54609 1EA13600037426340A505BC 1124568 2014-01-08 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 4.0 1 MO Other Employed 100.0 True False NaN 2014-01-08 700.0 719.0 1990-03-26 15.0 15.0 51.0 10 345.0 2.0 9.0 0.0 0.0 15.0 1.0 0.0 6257.0 0.18 18516.0 46.0 0.91 1.0 0.25 $75,000-99,999 True 6576.000000 8DEC37037409480907332DB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126135 6000 2014-01-15 Q1 2014 07553411001001433243D26 213.47 210.7001 127.60 83.1001 -5.10 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
54833 7BF5359579384717041A639 1020751 2013-12-01 NaN 36 Current NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 8.0 1 CA Engineer - Electrical Employed 114.0 True False NaN 2014-01-02 680.0 699.0 2000-05-24 11.0 9.0 21.0 5 663.0 2.0 10.0 0.0 0.0 0.0 0.0 0.0 34915.0 0.94 2124.0 15.0 1.00 1.0 0.39 $50,000-74,999 True 5333.333333 97383703500036142F02B66 3.0 61.0 60.0 1.0 0.0 19275.0 12149.36 NaN 0 NaN 2 127064 9000 2014-01-17 Q1 2014 3D1734520623480032EE58F 309.13 309.1300 199.44 109.6900 -7.64 0.0 0.0 0.0 0.0 1.0 0 0 0.0 99
54840 5D2C3586010336153F30042 853665 2013-07-28 NaN 36 Current NaT 0.29363 0.2549 0.2449 0.22352 0.1225 0.10102 2.0 E 4.0 1 WA Military Officer Employed 195.0 True False NaN 2013-09-23 640.0 659.0 1997-11-05 7.0 5.0 30.0 4 338.0 2.0 5.0 1.0 1310.0 4.0 0.0 0.0 8010.0 0.98 69.0 23.0 0.79 0.0 0.09 $100,000+ True 8666.666667 204E36949613347436C77CD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104782 4000 2013-10-04 Q4 2013 35CF3585786156497CAEF49 160.08 800.4000 394.34 406.0600 -15.93 0.0 0.0 0.0 0.0 1.0 0 0 0.0 3
54843 FC8F359832109202000D82C 1119803 2014-01-08 NaN 60 Current NaT 0.13227 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 10.0 1 CO Principal Employed 78.0 False False NaN 2014-01-08 720.0 739.0 1998-07-29 11.0 11.0 37.0 10 338.0 1.0 3.0 0.0 0.0 0.0 1.0 0.0 5428.0 0.22 14863.0 24.0 0.95 2.0 0.28 $50,000-74,999 True 5166.666667 1147370653212744224C8A8 1.0 1.0 1.0 0.0 0.0 15000.0 0.00 47.0 0 NaN 1 130584 11500 2014-02-10 Q1 2014 C89D36990502046789AD314 249.98 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158
54876 50C635926278133787EE141 987075 2013-10-18 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 7 NM Other Employed 40.0 True False NaN 2013-12-22 680.0 699.0 1992-10-26 7.0 7.0 16.0 2 127.0 6.0 11.0 0.0 0.0 0.0 1.0 0.0 4259.0 0.68 1941.0 16.0 1.00 0.0 0.12 $25,000-49,999 True 2946.666667 A04F3702315882157339CD3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124357 2000 2013-12-30 Q4 2013 45A83695788111935CF3278 52.65 105.3000 40.84 64.4600 -3.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
54919 B4093600105123452EAFBAE 1121952 2014-01-07 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 6.0 1 GA Medical Technician Employed 153.0 False False NaN 2014-01-07 660.0 679.0 1998-02-24 9.0 9.0 23.0 8 462.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 11540.0 0.66 500.0 21.0 0.95 0.0 0.46 $25,000-49,999 True 2500.000000 E32237028526140150D7B16 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126720 4000 2014-01-17 Q1 2014 7A5A370245934394364D8D3 109.34 106.9838 36.30 70.6838 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55130 FDCB3592503114504DA2C65 981333 2013-10-15 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.14008 0.0574 0.08268 5.0 B 5.0 7 MA Dentist Self-employed 9.0 False False NaN 2013-10-15 700.0 719.0 1992-01-01 20.0 20.0 45.0 4 73.0 1.0 2.0 1.0 0.0 1.0 0.0 0.0 155.0 0.01 10345.0 39.0 0.94 1.0 NaN $100,000+ False 10000.000000 88E136954871784712E2483 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106269 15000 2013-10-18 Q4 2013 B6F03695313500209C6E77E 526.25 3677.2363 2866.71 810.5263 -51.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55187 DE8535960513435199406CE 1056749 2013-12-06 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 1 NJ Other Employed 26.0 True False NaN 2013-12-06 700.0 719.0 2005-07-22 12.0 12.0 25.0 10 351.0 0.0 7.0 1.0 106.0 0.0 1.0 0.0 7540.0 0.56 3529.0 24.0 0.96 2.0 0.36 $25,000-49,999 True 2720.833333 D895370150591392337ED6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122984 10000 2013-12-23 Q4 2013 22B53699795042922A27DCC 335.69 671.3800 457.44 213.9400 -16.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55219 19E53596935790267FBB818 1056941 2013-12-06 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 7.0 1 NH Accountant/CPA Employed 108.0 False False NaN 2014-01-09 660.0 679.0 2004-06-28 18.0 18.0 29.0 17 715.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 16245.0 0.75 5030.0 27.0 1.00 0.0 0.31 $50,000-74,999 True 4333.333333 C43B370312619143642A029 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126475 3000 2014-01-13 Q1 2014 9D6037006762771134C53E7 106.73 105.3451 63.80 41.5451 -2.55 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55386 7B8636004813119508C55B4 1109263 2014-01-14 NaN 36 Current NaT 0.16678 0.1305 0.1205 0.11455 0.0474 0.06715 5.0 B 8.0 2 CO Other Employed 128.0 True False NaN 2014-02-28 740.0 759.0 1989-02-22 19.0 16.0 40.0 10 867.0 5.0 5.0 0.0 0.0 0.0 1.0 0.0 34563.0 0.26 70670.0 38.0 0.97 2.0 0.13 $100,000+ True 37500.000000 CDBE3707344043023F5B692 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134935 35000 2014-03-04 Q1 2014 186B3578659484273AAAD32 1180.13 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55458 D9D43597614654117656435 1039105 2013-12-09 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 3.0 15 CA Laborer Employed 47.0 False False NaN 2013-12-09 640.0 659.0 1999-07-31 3.0 3.0 18.0 3 34.0 3.0 5.0 3.0 2877.0 33.0 0.0 0.0 1438.0 0.35 2562.0 13.0 0.64 0.0 0.03 $50,000-74,999 True 5833.333333 8CD1369980892613296C7B8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120842 4000 2013-12-11 Q4 2013 3B18359733256913211088B 166.54 329.9567 141.13 188.8267 -6.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
55543 C4BB36021665100812B5C79 1155979 2014-02-11 NaN 60 Current NaT 0.15357 0.1305 0.1205 0.11455 0.0474 0.06715 5.0 B 9.0 1 TX Pilot - Private/Commercial Employed 166.0 True False NaN 2014-02-11 720.0 739.0 1985-07-01 21.0 19.0 44.0 16 785.0 0.0 4.0 0.0 0.0 3.0 0.0 0.0 18475.0 0.31 39495.0 37.0 1.00 2.0 0.27 $100,000+ True 8416.666667 377E3706291104224674DE1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133098 35000 2014-02-26 Q1 2014 6B483704948130952E1911F 797.25 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 483
55674 AB5D3591856313013078E5F 953464 2013-10-21 NaN 60 Current NaT 0.15016 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 9.0 1 OH Other Employed 11.0 True False NaN 2013-12-15 680.0 699.0 1984-03-01 12.0 12.0 32.0 10 920.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 17219.0 0.36 20033.0 22.0 0.86 2.0 0.30 $75,000-99,999 True 6250.000000 001D370202065948445765E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122232 20000 2013-12-23 Q4 2013 ED1E3696011133656285632 452.40 904.8000 474.54 430.2600 -33.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 291
56146 8474358854651984137201C 892845 2013-09-08 NaN 60 Current NaT 0.20321 0.1790 0.1690 0.15695 0.0799 0.07705 4.0 C 4.0 1 NY Tradesman - Mechanic Employed 271.0 False False NaN 2014-02-09 680.0 699.0 1989-05-01 15.0 15.0 20.0 14 987.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 40414.0 0.58 24078.0 19.0 1.00 1.0 0.24 $75,000-99,999 True 6666.666667 E6FB37073953690388BC56D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 133965 8500 2014-03-03 Q1 2014 0F0C35762146892131F3BB4 215.38 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
56217 212535924223148055EC25F 948269 2013-10-10 NaN 60 Current NaT 0.28899 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 5.0 1 IL NaN Other 56.0 False False NaN 2013-10-10 660.0 679.0 1998-01-08 13.0 13.0 24.0 8 254.0 1.0 3.0 0.0 0.0 8.0 0.0 0.0 7494.0 0.79 1689.0 24.0 0.83 0.0 0.35 $25,000-49,999 True 3706.333333 05CE369656539740029863E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107377 10000 2013-10-21 Q4 2013 1238369614572322125732E 301.12 1204.4800 329.40 875.0800 -33.28 0.0 0.0 0.0 0.0 1.0 0 0 0.0 140
56263 6C94359890453131122A956 1099457 2013-12-27 NaN 36 Current NaT 0.17649 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 6.0 1 VA Military Officer Employed 263.0 True False NaN 2014-02-04 700.0 719.0 1995-04-01 16.0 15.0 28.0 10 2016.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 116928.0 0.86 18722.0 27.0 1.00 1.0 0.30 $100,000+ True 14583.333333 045637069404501383D5AEF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133774 15000 2014-02-25 Q1 2014 C92D370102305297027676C 512.66 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 36
56415 BCF43602594714191311C33 1195343 2014-02-14 NaN 36 Current NaT 0.08531 0.0716 0.0616 0.06044 0.0149 0.04554 7.0 AA 9.0 1 AZ Analyst Employed 13.0 True False NaN 2014-02-14 740.0 759.0 2001-06-27 12.0 12.0 24.0 5 380.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 16519.0 0.42 22282.0 19.0 1.00 1.0 0.26 $50,000-74,999 True 5875.000000 64FE370706204568872B58C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133702 20000 2014-02-24 Q1 2014 47CE3705491698163C85646 619.01 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
56792 B5D43595382042193A558A7 1018930 2013-12-01 NaN 60 Current NaT 0.24856 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 3.0 1 MI Clerical Employed 292.0 False False NaN 2013-12-01 680.0 699.0 1986-10-01 7.0 6.0 22.0 6 463.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 18475.0 0.78 5025.0 21.0 1.00 0.0 0.38 $25,000-49,999 True 3558.333333 B35E36996376354913674B6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119843 9000 2013-12-05 Q4 2013 15633698819097979921D6A 250.36 751.0800 259.36 491.7200 -22.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
91856 ADAF359703105359983609D 1055833 2013-12-18 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 6.0 1 MA Other Employed 17.0 True False NaN 2013-12-18 680.0 699.0 2002-10-29 9.0 9.0 21.0 5 525.0 1.0 3.0 0.0 0.0 0.0 1.0 0.0 17456.0 0.93 850.0 15.0 1.00 2.0 0.27 $50,000-74,999 True 5833.333333 B9A23701929020932B57574 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124945 20000 2014-01-03 Q1 2014 3D73370032963844202DD3A 512.23 1014.3778 432.43 581.9478 -32.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
91891 7F4535904989818484975BF 918138 2013-09-21 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 5.0 1 MI NaN Other 635.0 False False NaN 2013-11-04 640.0 659.0 1978-08-01 7.0 7.0 46.0 6 186.0 0.0 4.0 0.0 0.0 30.0 1.0 0.0 5079.0 0.86 771.0 36.0 0.84 0.0 0.20 $1-24,999 True 1833.333333 854336982103154665499C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112471 4000 2013-11-22 Q4 2013 0B1F3693028292414BED066 143.81 429.5012 257.83 171.6712 -9.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
91986 7F69360052769252710A8B4 1168637 2014-01-27 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 3.0 1 CA Sales - Commission Employed 4.0 False False NaN 2014-01-17 640.0 659.0 2004-02-03 6.0 6.0 10.0 4 155.0 2.0 16.0 0.0 0.0 1.0 0.0 0.0 6543.0 0.76 2057.0 10.0 0.80 1.0 0.12 $100,000+ True 10000.000000 88FE3705646760630BD4D9E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129904 10000 2014-01-30 Q1 2014 27113382729845308FB3E73 392.01 485.4511 347.71 137.7411 -6.03 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92045 BD4E3598279993251BDC349 1098360 2013-12-19 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 9.0 1 CA Professional Employed 129.0 False False NaN 2013-12-13 700.0 719.0 1991-08-08 8.0 8.0 17.0 8 249.0 0.0 6.0 0.0 0.0 5.0 0.0 0.0 5816.0 0.58 2436.0 14.0 0.92 0.0 0.30 $50,000-74,999 True 5000.000000 11E037008582175502EDC72 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123365 15000 2013-12-24 Q4 2013 D8A237015835648997E5BF7 517.41 1028.7995 665.66 363.1395 -25.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92301 AE2536000217065584D6C9B 1143717 2014-01-18 NaN 36 Current NaT 0.16259 0.1264 0.1164 0.11088 0.0449 0.06598 5.0 B 4.0 1 CT Sales - Retail Self-employed 92.0 False False NaN 2014-02-23 720.0 739.0 1988-02-21 17.0 14.0 40.0 10 731.0 0.0 13.0 0.0 0.0 0.0 0.0 0.0 18409.0 0.60 10862.0 35.0 1.00 0.0 NaN $50,000-74,999 False 5416.666667 A6DB37067620206246C93D9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134218 15000 2014-02-26 Q1 2014 3FA837042360585705A524F 502.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92476 E290359667406749280DE2F 1029688 2013-12-06 NaN 60 Current NaT 0.29567 0.2694 0.2594 0.23608 0.1375 0.09858 2.0 E 3.0 1 CT Police Officer/Correction Officer Employed 243.0 False False NaN 2014-01-07 660.0 679.0 1997-02-01 18.0 18.0 50.0 15 434.0 1.0 9.0 0.0 0.0 0.0 1.0 0.0 8444.0 0.53 5358.0 47.0 0.80 2.0 0.21 $100,000+ True 8833.333333 18BD37042274073429BCA46 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126736 10000 2014-01-14 Q1 2014 C0213578172877623EDD248 304.99 304.9900 76.18 228.8100 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 3
92582 4FD6359295553466739B655 966565 2013-10-29 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 1.0 1 GA Food Service Management Employed 36.0 False False NaN 2013-10-29 640.0 659.0 2003-03-31 7.0 5.0 18.0 6 121.0 0.0 4.0 0.0 0.0 11.0 1.0 0.0 3616.0 0.62 1631.0 16.0 0.87 3.0 0.11 $25,000-49,999 True 2500.000000 AAD836985807048398E8A27 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110121 4000 2013-11-14 Q4 2013 7DD93696318623526BD4807 150.39 448.8851 245.29 203.5951 -9.88 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92685 432B35942383739047B184E 997774 2013-11-15 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 8.0 1 CA Analyst Employed 16.0 False False NaN 2013-11-15 680.0 699.0 2003-04-08 8.0 8.0 15.0 7 420.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 17332.0 0.75 5435.0 15.0 1.00 0.0 0.24 $25,000-49,999 True 4000.000000 4A6236990744899699321AB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 119162 15000 2013-11-29 Q4 2013 426136992151819192147C9 493.86 1476.8992 1065.65 411.2492 -36.52 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92728 29313594631709753F4DF4E 1058244 2013-11-27 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 4.0 1 CO Accountant/CPA Employed 25.0 True False NaN 2013-12-20 680.0 699.0 1998-06-10 18.0 17.0 36.0 14 1538.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 62437.0 0.50 60387.0 35.0 1.00 2.0 0.29 $100,000+ True 10416.666667 09493701284733607D090D7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123344 25000 2013-12-24 Q4 2013 4E013699405737390633784 877.08 1743.3038 1045.87 697.4338 -44.68 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
92764 AED435926253800665A60CA 997194 2013-10-22 NaN 60 Current NaT 0.16304 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 7.0 1 KS Other Employed 221.0 False False NaN 2013-12-07 700.0 719.0 1985-08-02 12.0 11.0 34.0 12 539.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 25122.0 0.65 12381.0 32.0 1.00 0.0 0.23 $50,000-74,999 True 5666.666667 25D53701698234006CA2CE1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121479 20000 2013-12-18 Q4 2013 381636960278784146C2CCB 465.37 930.7400 457.83 472.9100 -33.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 153
92966 50ED3595485688919EB33D9 1039311 2013-11-18 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16214 0.0749 0.08724 4.0 C 10.0 3 IL Sales - Commission Self-employed 127.0 False False NaN 2013-11-14 700.0 719.0 1999-07-26 13.0 13.0 21.0 12 639.0 1.0 5.0 0.0 0.0 0.0 5.0 0.0 20394.0 0.35 36359.0 21.0 0.95 2.0 NaN $100,000+ False 11250.000000 5D2E36993339820489DFB0C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111461 15000 2013-11-20 Q4 2013 D4B536976390527752C656C 545.30 1628.3384 955.12 673.2184 -37.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93034 FE7436021001476584CACCD 1191338 2014-02-13 NaN 36 Current NaT 0.22812 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 3.0 1 TX NaN Other 0.0 False False NaN 2014-02-13 700.0 719.0 1996-03-11 14.0 14.0 24.0 12 301.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 7791.0 0.25 19537.0 23.0 0.95 2.0 0.52 $1-24,999 True 1193.000000 4B4F37057826950799B3A53 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133027 4000 2014-02-19 Q1 2014 249C3705809078795B73B62 146.73 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 67
93114 AFC7359247425872405A3CA 955717 2013-10-22 NaN 36 Current NaT 0.15324 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 8.0 1 TX Attorney Employed 2.0 True False NaN 2013-10-22 760.0 779.0 1980-08-17 6.0 5.0 23.0 3 79.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 19791.0 0.45 23909.0 16.0 1.00 0.0 0.08 $100,000+ True 11666.666667 A7BB3699539944491256C35 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118867 25000 2013-11-26 Q4 2013 6913358361015650920E945 836.22 2508.6600 1740.04 768.6200 -61.54 0.0 0.0 0.0 0.0 1.0 0 0 0.0 344
93278 B73136039975532929336C4 1229526 2014-02-23 NaN 60 Current NaT 0.16175 0.1385 0.1285 0.12165 0.0524 0.06925 5.0 B 8.0 1 KY Construction Employed 4.0 True False NaN 2014-02-23 700.0 719.0 1991-09-01 11.0 11.0 18.0 9 310.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 13346.0 0.59 6164.0 17.0 1.00 1.0 0.21 $50,000-74,999 True 5583.333333 C239370859413882630173B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134810 20000 2014-03-05 Q1 2014 09303708012949777C946E6 463.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93321 F4F1358910150888216EEA4 922934 2013-09-23 NaN 36 Current NaT 0.18020 0.1440 0.1340 0.12744 0.0474 0.08004 5.0 B 8.0 1 NV Sales - Retail Employed 46.0 True False NaN 2013-11-15 680.0 699.0 1986-10-01 6.0 6.0 13.0 3 185.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 4045.0 0.64 2360.0 13.0 0.92 0.0 0.34 $1-24,999 True 1666.666667 1F05369916786474820F2B3 1.0 18.0 18.0 0.0 0.0 4000.0 3387.70 NaN 0 NaN 4 111390 4000 2013-11-22 Q4 2013 8D09354540572790686A053 137.49 412.4700 270.59 141.8800 -9.85 0.0 0.0 0.0 0.0 1.0 0 0 0.0 56
93361 28C63592284372900A0ADC0 964598 2013-10-19 NaN 60 Current NaT 0.16969 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 7.0 1 WA Police Officer/Correction Officer Employed 59.0 False False NaN 2013-12-03 660.0 679.0 1997-02-17 10.0 9.0 34.0 7 194.0 0.0 2.0 1.0 552.0 2.0 0.0 0.0 3982.0 0.52 2405.0 27.0 0.78 0.0 0.16 $75,000-99,999 True 6666.666667 1DB137012480559449636A6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123346 15500 2013-12-23 Q4 2013 17623400441968464513F13 365.90 731.8000 348.23 383.5700 -26.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93551 50773593953260622AA90DB 974060 2013-10-28 NaN 60 Current NaT 0.26333 0.2379 0.2279 0.20859 0.1125 0.09609 3.0 D 2.0 1 NE Sales - Commission Employed 125.0 False False NaN 2013-10-28 700.0 719.0 2004-07-16 2.0 2.0 3.0 2 254.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 7801.0 0.97 164.0 3.0 1.00 0.0 0.07 $75,000-99,999 True 7500.000000 7EF23696097181677189C20 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108162 10000 2013-11-01 Q4 2013 E06F36974630063615F3181 286.46 1139.3222 373.97 765.3522 -32.45 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93581 E62035900807612220AC910 917956 2013-09-21 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 3.0 1 FL NaN Other 133.0 False False NaN 2013-10-28 640.0 659.0 1999-04-24 11.0 10.0 16.0 10 577.0 0.0 3.0 2.0 176.0 3.0 1.0 0.0 11302.0 0.76 1910.0 12.0 0.78 0.0 0.21 $25,000-49,999 True 3500.000000 137436958203826453BAF28 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108281 4000 2013-10-30 Q4 2013 6CB33694031931912E35B2C 150.39 599.2751 333.40 265.8751 -12.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93731 6E053596922138286576021 1022689 2013-12-02 NaN 36 Current NaT 0.26149 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 4.0 1 TX Social Worker Employed 39.0 True False NaN 2013-12-02 680.0 699.0 2006-08-06 10.0 10.0 16.0 4 137.0 3.0 9.0 1.0 65.0 9.0 0.0 0.0 2443.0 0.82 52.0 14.0 0.86 1.0 0.61 $25,000-49,999 True 3000.000000 F1AC370043143038205F163 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120559 10000 2013-12-06 Q4 2013 5ADA369876609082545EB9B 383.72 761.3167 391.48 369.8367 -16.82 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93993 A1F7360457854374631C3A1 1224227 2014-03-04 NaN 36 Current NaT 0.17138 0.1350 0.1250 0.11858 0.0499 0.06868 5.0 B 5.0 7 CA NaN Other 275.0 True False NaN 2014-03-04 720.0 739.0 1983-06-01 9.0 9.0 33.0 6 185.0 1.0 7.0 1.0 279.0 13.0 0.0 0.0 4759.0 0.31 9897.0 25.0 0.96 1.0 0.34 $50,000-74,999 True 4250.000000 C395370887399224511609C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135716 15000 2014-03-11 Q1 2014 14BE3707378391835D4981B 509.03 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
93996 A2023600500692087245571 1169331 2014-01-30 NaN 60 Current NaT 0.20347 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 10.0 15 CT Homemaker Self-employed 338.0 False False NaN 2014-01-27 700.0 719.0 1978-07-22 12.0 11.0 27.0 8 1857.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 55456.0 0.96 1438.0 27.0 1.00 2.0 NaN $100,000+ False 70833.333333 156F37049643452810C7B6B 2.0 62.0 62.0 0.0 0.0 16500.0 6725.10 NaN 0 NaN 2 129743 15000 2014-01-31 Q1 2014 CADE3495104687519D421BB 380.49 380.4900 173.94 206.5500 -11.51 0.0 0.0 0.0 0.0 1.0 0 0 0.0 29
94398 59903600182308989A71EEA 1094929 2014-01-09 NaN 36 Current NaT 0.09065 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 4.0 1 NJ Other Employed 9.0 False False NaN 2014-02-12 700.0 719.0 2006-05-15 10.0 10.0 15.0 12 381.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 2875.0 0.17 6661.0 14.0 0.92 0.0 0.12 $50,000-74,999 True 4583.333333 9473370608012934014BAEC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131568 5000 2014-02-14 Q1 2014 4C6F3702064722384E7E792 155.97 155.9700 137.01 18.9600 -2.47 0.0 0.0 0.0 0.0 1.0 0 0 0.0 96
94594 C407359560559759013288C 1031134 2013-12-06 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 1.0 1 FL Other Self-employed 51.0 False False NaN 2014-01-13 660.0 679.0 1999-05-05 7.0 5.0 22.0 5 75.0 1.0 7.0 3.0 1250.0 0.0 1.0 0.0 558.0 0.18 1919.0 17.0 0.89 5.0 NaN $75,000-99,999 False 6666.666667 FE013704495023594B1E8E9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126967 4000 2014-01-15 Q1 2014 02813551492072283F5F73B 166.54 166.5400 69.72 96.8200 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
94792 22483591008815915DF5689 954024 2013-10-03 NaN 60 Current NaT 0.21935 0.1950 0.1850 0.17162 0.0824 0.08922 4.0 C 7.0 1 PA Computer Programmer Employed 265.0 True False NaN 2013-11-06 680.0 699.0 1999-08-20 12.0 11.0 26.0 7 455.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 14562.0 0.98 323.0 23.0 0.95 0.0 0.29 $50,000-74,999 True 5244.000000 3E61369858199627163D0B4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109532 20000 2013-11-07 Q4 2013 64A436949092284686651A3 524.33 1562.3051 599.98 962.3251 -49.90 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
94868 293B3593500286881664B47 975596 2013-10-28 NaN 60 Current NaT 0.22601 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 6.0 3 CO Other Employed 6.0 True False NaN 2013-10-28 700.0 719.0 2002-07-02 8.0 8.0 19.0 4 95.0 3.0 8.0 0.0 0.0 0.0 0.0 0.0 1347.0 0.27 3226.0 15.0 0.86 1.0 0.19 $75,000-99,999 True 6291.666667 FB323697239315436DE4E16 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110671 25000 2013-11-12 Q4 2013 64663697377663538827151 664.44 1993.3200 736.29 1257.0300 -62.39 0.0 0.0 0.0 0.0 1.0 0 0 0.0 301
94970 2163359010031245029F253 901736 2013-09-13 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16214 0.0749 0.08724 4.0 C 2.0 2 VA Analyst Employed 123.0 True False NaN 2013-10-16 680.0 699.0 1999-12-11 16.0 13.0 26.0 11 621.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 89613.0 0.86 13415.0 24.0 0.88 2.0 0.31 $50,000-74,999 True 4333.333333 033936959720711535A95FC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106374 15000 2013-10-21 Q4 2013 1BA93692169561741B70D17 545.30 2173.6384 1280.65 892.9884 -48.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95103 98EC3596742187217606A62 1035967 2013-12-08 NaN 60 Current NaT 0.15425 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 1 IL Medical Technician Employed 86.0 False False NaN 2013-12-08 700.0 719.0 2002-02-26 14.0 13.0 22.0 13 599.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 32849.0 0.59 22501.0 22.0 1.00 0.0 0.23 $50,000-74,999 True 4166.666667 A0F03699979406864548D34 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121559 15000 2013-12-13 Q4 2013 86FF35742817037583C80A8 342.37 679.3400 351.89 327.4500 -25.33 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95114 3DBB35894266386324FCADD 920137 2013-09-22 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 11.0 1 KY Professional Employed 8.0 True False NaN 2013-11-21 720.0 739.0 2002-05-22 11.0 7.0 45.0 5 601.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 16189.0 0.67 5431.0 38.0 1.00 0.0 0.28 $50,000-74,999 True 4666.666667 82363699188443686E779FA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118514 15000 2013-11-26 Q4 2013 F76936945511231924B2ADB 493.86 1476.8992 1061.19 415.7092 -36.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95198 59C3360245609119044905B 1202616 2014-02-12 NaN 60 Current NaT 0.15817 0.1350 0.1250 0.11858 0.0499 0.06868 5.0 B 10.0 1 VA Other Employed 131.0 True False NaN 2014-02-12 660.0 679.0 2001-08-30 10.0 10.0 19.0 6 764.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 103838.0 0.61 51087.0 19.0 0.94 0.0 0.25 $75,000-99,999 True 6250.000000 6D1E3706852194080E6AB12 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134391 20000 2014-03-05 Q1 2014 9A7937059938934170A9D7B 460.20 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95302 962C359726190471019CFF6 1111002 2013-12-26 NaN 36 Current NaT 0.17189 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 3.0 1 KY Construction Self-employed 445.0 True False NaN 2014-02-17 720.0 739.0 1978-04-01 15.0 13.0 30.0 8 875.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 33223.0 0.67 16382.0 30.0 0.96 0.0 NaN $50,000-74,999 False 5000.000000 4742370680282783688BAA7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132672 15000 2014-02-24 Q1 2014 84673701384991193B3B708 509.39 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95303 9633358913954552068C392 917584 2013-09-21 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 5.0 1 NY Other Employed 481.0 True False NaN 2013-09-21 680.0 699.0 1984-11-18 23.0 23.0 50.0 22 3305.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 256162.0 0.88 12530.0 49.0 1.00 0.0 0.42 $100,000+ True 10000.000000 459C36933187259946380E8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102935 15000 2013-09-25 Q3 2013 262336930088361951F41F1 555.93 2223.7200 1262.21 961.5100 -48.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 143
95341 274B3589474840186098D5C 929915 2013-09-24 NaN 60 Current NaT 0.30337 0.2769 0.2669 0.24294 0.1375 0.10544 2.0 E 2.0 1 WA Computer Programmer Employed 85.0 True False NaN 2013-11-06 640.0 659.0 2000-05-04 16.0 15.0 30.0 13 659.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 18506.0 0.92 1265.0 27.0 0.96 0.0 0.19 $100,000+ True 8583.333333 DE3E36970783110404279B7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110276 10000 2013-11-13 Q4 2013 2C9336942693854500F80ED 309.49 6978.4700 6290.99 687.4800 -24.83 0.0 0.0 0.0 0.0 1.0 0 0 0.0 3
95413 248B3597086299195B6B5E6 1020649 2013-12-01 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 7.0 1 OR Psychologist Employed 27.0 True False NaN 2014-01-02 700.0 719.0 1984-02-13 10.0 9.0 42.0 9 376.0 0.0 8.0 0.0 0.0 0.0 0.0 0.0 18324.0 0.32 39744.0 40.0 0.97 0.0 0.10 $75,000-99,999 True 7500.000000 C3423703945316622AC5DC2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126186 11500 2014-01-15 Q1 2014 DB9A3699666045033C752C9 360.85 360.8500 281.83 79.0200 -9.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95605 FA45360098430740876DB0E 1144412 2014-01-17 NaN 36 Current NaT 0.18006 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 6.0 1 CA Retail Management Employed 376.0 False False NaN 2014-01-17 680.0 699.0 1996-03-22 8.0 6.0 11.0 5 275.0 1.0 1.0 0.0 0.0 0.0 1.0 0.0 9173.0 0.96 359.0 10.0 1.00 2.0 0.28 $50,000-74,999 True 4166.666667 547237051355919565459AB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132229 15000 2014-02-13 Q1 2014 761F3703537045983485F15 515.22 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
95666 C8E035929085202485ADB19 989379 2013-10-20 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 6.0 2 CA Police Officer/Correction Officer Employed 71.0 True False NaN 2013-10-20 720.0 739.0 1999-11-24 10.0 7.0 40.0 5 475.0 1.0 7.0 1.0 70659.0 24.0 0.0 0.0 42492.0 0.62 25908.0 37.0 0.97 0.0 0.34 $50,000-74,999 True 5416.666667 ED1537023224377399B3E38 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123889 10000 2013-12-26 Q4 2013 AA313575360187830992CEF 256.12 507.1989 201.26 305.9389 -16.90 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
96162 5BE03600940298456CB67DE 1147593 2014-01-19 NaN 60 Current NaT 0.13227 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 11.0 1 KY Professional Employed 101.0 False False NaN 2014-01-19 720.0 739.0 2001-01-12 7.0 6.0 16.0 3 94.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 2620.0 0.42 3480.0 8.0 1.00 1.0 0.22 $75,000-99,999 True 7055.000000 32B03705799355400CD0893 1.0 4.0 4.0 0.0 0.0 5000.0 0.01 -66.0 0 NaN 1 130238 17000 2014-02-04 Q1 2014 5FAD3693239312010A06BEA 369.54 364.4214 226.22 138.2014 -13.04 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
96475 B6A835897654847592040D8 900306 2013-09-11 NaN 60 Completed 2013-12-06 0.22601 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 4.0 1 WI Other Employed 81.0 False False NaN 2013-09-11 680.0 699.0 2001-04-03 15.0 14.0 20.0 11 506.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 15010.0 0.93 755.0 17.0 1.00 1.0 0.23 $25,000-49,999 True 4125.000000 97BC369309113677827B126 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101908 15000 2013-09-16 Q3 2013 7EF83383685864632D111F0 398.66 15601.6800 15000.00 601.6800 -29.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 19
96899 AFC93588299930527CFB4DB 903152 2013-09-13 NaN 36 Current NaT 0.13301 0.1050 0.0950 0.09202 0.0274 0.06462 6.0 A 5.0 7 NY Clerical Employed 100.0 False False NaN 2013-10-21 780.0 799.0 1995-01-01 14.0 13.0 19.0 12 207.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 14821.0 0.08 85546.0 18.0 1.00 3.0 0.22 $50,000-74,999 True 4333.333333 58083696899141268F655A0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107309 12300 2013-10-23 Q4 2013 4D4936938440323867701DB 399.78 1795.8016 1353.48 442.3216 -42.45 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
96983 FA45360098430740876DB0E 1144412 2014-01-17 NaN 36 Current NaT 0.18006 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 4.0 1 CA Retail Management Employed 376.0 False False NaN 2014-01-17 680.0 699.0 1996-03-22 8.0 6.0 11.0 5 275.0 1.0 1.0 0.0 0.0 0.0 1.0 0.0 9173.0 0.96 359.0 10.0 1.00 2.0 0.28 $50,000-74,999 True 4166.666667 547237051355919565459AB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132229 15000 2014-02-13 Q1 2014 761F3703537045983485F15 515.22 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
96992 AEA63602912454275E9C310 1220004 2014-02-18 NaN 60 Current NaT 0.13250 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 4.0 8 CA Teacher Employed 67.0 True False NaN 2014-02-18 800.0 819.0 1992-06-01 7.0 7.0 23.0 4 341.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 7959.0 0.35 14541.0 22.0 1.00 0.0 0.24 $50,000-74,999 True 5916.666667 53C13707685727261EA62A3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133256 15000 2014-02-25 Q1 2014 E1333706372050341CA5719 326.06 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97115 ED353595910005757995AE4 1049727 2013-11-25 NaN 36 Current NaT 0.22466 0.1875 0.1775 0.16463 0.0824 0.08223 4.0 C 8.0 1 OH Teacher Employed 137.0 True False NaN 2014-01-14 640.0 659.0 1992-03-01 7.0 7.0 39.0 4 150.0 0.0 8.0 0.0 0.0 7.0 0.0 0.0 7039.0 1.00 66.0 30.0 0.80 0.0 0.33 $50,000-74,999 True 5833.333333 BE3437027853981375B2986 1.0 38.0 14.0 22.0 2.0 9195.0 0.00 NaN 0 NaN 2 126357 20000 2014-01-16 Q1 2014 69E733889366752849787F0 730.59 720.3160 412.10 308.2160 -16.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97116 ED393587304809381FF5D6A 880347 2013-08-26 NaN 36 Current NaT 0.18837 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 6.0 7 CT Nurse (LPN) Employed 34.0 True False NaN 2013-10-02 700.0 719.0 2002-10-15 14.0 14.0 23.0 6 173.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 4308.0 0.40 4882.0 22.0 0.82 1.0 0.14 $100,000+ True 12916.666667 71B53695978917284AD8CDC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106642 25000 2013-10-16 Q4 2013 4F8535871843586864A1ADB 869.08 15227.7490 14121.96 1105.7890 -73.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97137 A6D235898834096368577C0 892078 2013-09-09 NaN 36 Completed 2014-01-15 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 OH Laborer Employed 149.0 False False NaN 2013-10-17 660.0 679.0 1997-01-28 8.0 8.0 30.0 6 88.0 3.0 8.0 0.0 0.0 13.0 2.0 0.0 2306.0 0.62 839.0 23.0 0.78 3.0 0.17 $50,000-74,999 True 5833.333333 9DA8370049109468759AC37 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121751 4000 2013-12-16 Q4 2013 4E9335537538907782E9392 166.54 4093.7000 4000.00 93.7000 -3.29 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97267 23AB359235855507044980A 948758 2013-10-10 NaN 36 Current NaT 0.26149 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 3.0 1 AZ Sales - Retail Employed 111.0 False False NaN 2013-11-15 660.0 679.0 1989-09-04 12.0 9.0 30.0 9 491.0 1.0 3.0 0.0 0.0 6.0 0.0 0.0 16720.0 0.81 3260.0 30.0 0.93 2.0 0.17 $50,000-74,999 True 6118.333333 60C93701493120447FB29D4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121114 3000 2013-12-10 Q4 2013 1C6F3582320047310EE3C6A 115.12 228.4030 117.45 110.9530 -5.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97273 26C835968174004476E551B 1017064 2013-11-29 NaN 36 Current NaT 0.12626 0.0980 0.0880 0.08522 0.0274 0.05782 6.0 A 10.0 1 GA Other Employed 82.0 True False NaN 2014-02-25 680.0 699.0 1972-08-04 9.0 8.0 38.0 6 336.0 2.0 4.0 0.0 0.0 4.0 1.0 0.0 7733.0 0.20 29028.0 36.0 0.80 1.0 0.19 $50,000-74,999 True 4166.666667 50F23708735181834951669 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135594 3000 2014-03-12 Q1 2014 46B3370043839462265FEAF 96.52 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97300 D1E235949357893148A13C5 1036697 2013-11-28 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 4.0 1 CA Food Service Management Employed 124.0 True False NaN 2014-01-07 700.0 719.0 1994-10-10 9.0 8.0 18.0 4 164.0 1.0 12.0 0.0 0.0 0.0 1.0 0.0 6549.0 0.35 10951.0 16.0 0.93 1.0 0.32 $75,000-99,999 True 7250.000000 ED6837038566219269F8060 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126198 12000 2014-01-15 Q1 2014 578737003382312030F0452 397.94 394.0310 276.76 117.2710 -10.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97307 7A6D3591590784588840C7F 954385 2013-10-22 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 11.0 1 PA Professional Employed 122.0 True False NaN 2013-12-18 700.0 719.0 1997-02-04 14.0 14.0 25.0 8 671.0 0.0 9.0 0.0 0.0 0.0 0.0 0.0 38138.0 0.55 30062.0 25.0 0.92 0.0 0.37 $75,000-99,999 True 7916.666667 9C5B370072632813552FD94 3.0 83.0 83.0 0.0 0.0 29000.0 6167.45 NaN 0 NaN 3 122346 15000 2013-12-23 Q4 2013 173D3422594016088FB998A 486.76 973.5200 711.91 261.6100 -25.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97330 AEFF3592260706005FE6CF6 971814 2013-10-11 NaN 60 Completed 2014-02-24 0.23318 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 6.0 1 KY Other Employed 141.0 True False NaN 2013-11-11 680.0 699.0 1999-06-29 10.0 9.0 26.0 8 339.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 12124.0 0.78 3115.0 21.0 1.00 1.0 0.32 $50,000-74,999 True 4166.666667 56D73700259224545E36FBC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118909 13000 2013-11-26 Q4 2013 117636957815160767DC8DC 350.60 13661.9300 13000.00 661.9300 -31.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 35
97375 5CE03597748748604D527A0 1092833 2013-12-23 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 1 CA Sales - Commission Employed 247.0 False False NaN 2013-12-22 700.0 719.0 1998-08-13 12.0 9.0 20.0 7 905.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 25972.0 0.89 2897.0 20.0 1.00 1.0 0.40 $50,000-74,999 True 5583.333333 A93B3701517884949FB5399 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123144 15000 2013-12-27 Q4 2013 9C333702358665222BA8B6B 394.91 781.7241 290.29 491.4341 -25.36 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97430 DF893587220766316D60670 871221 2013-08-16 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 1 GA Other Employed 214.0 False False NaN 2013-11-10 720.0 739.0 1984-09-26 24.0 24.0 30.0 24 679.0 1.0 4.0 0.0 0.0 3.0 0.0 0.0 6548.0 0.13 39167.0 28.0 0.89 3.0 0.30 $50,000-74,999 True 5250.000000 7EF33698278633196F866F5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111769 20000 2013-11-18 Q4 2013 64FF3586199113063B7BDCD 481.06 1434.6868 670.68 764.0068 -49.84 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97615 C67035962732177424FDCFB 1033925 2013-11-25 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 7.0 1 NY Accountant/CPA Self-employed 11.0 True False NaN 2013-11-25 700.0 719.0 1992-06-25 18.0 18.0 36.0 10 2459.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 232463.0 0.91 22937.0 33.0 1.00 0.0 NaN $100,000+ False 12500.000000 445B3701255729407213382 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121814 15000 2013-12-16 Q4 2013 98453698419601978765473 378.05 756.1000 308.68 447.4200 -25.35 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97661 873E36032681397836823F7 1204854 2014-02-13 NaN 36 Current NaT 0.20255 0.1655 0.1555 0.14559 0.0674 0.07819 4.0 C 8.0 1 CA Professional Employed 3.0 False False NaN 2014-02-05 660.0 679.0 1996-08-05 10.0 8.0 34.0 6 493.0 2.0 3.0 0.0 0.0 1.0 0.0 0.0 19099.0 0.97 401.0 30.0 0.83 1.0 0.23 $100,000+ True 8916.666667 8E90370585961552704CF54 1.0 10.0 10.0 0.0 0.0 12200.0 0.00 NaN 0 NaN 1 132991 25000 2014-02-19 Q1 2014 744F3495355780315032650 885.73 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97744 733936042716020958A843D 1210766 2014-02-27 NaN 36 Current NaT 0.15850 0.1224 0.1124 0.10731 0.0424 0.06491 5.0 B 4.0 1 FL Construction Employed 32.0 False False NaN 2014-02-27 760.0 779.0 2008-09-28 11.0 11.0 15.0 8 493.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 3000.0 0.27 8100.0 13.0 1.00 1.0 0.27 $50,000-74,999 True 4166.666667 5A6B370848960801598CC22 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134998 9000 2014-03-04 Q1 2014 C676358787212031460C2C4 299.96 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 152
97907 87A2359785064694196D9BC 1080072 2013-12-12 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 7.0 1 IL Other Self-employed 23.0 False False NaN 2013-12-04 660.0 679.0 1998-02-01 9.0 9.0 43.0 8 216.0 1.0 9.0 0.0 0.0 45.0 1.0 0.0 4389.0 0.51 4074.0 37.0 0.63 0.0 NaN $50,000-74,999 False 4333.333333 B3C437019087311297B6CB1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122359 10000 2013-12-17 Q4 2013 7B0F36997765156673D4BF2 370.11 740.2200 408.98 331.2400 -16.81 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
97931 6F3C3597993758923BA4C4A 1107812 2013-12-30 NaN 36 Current NaT 0.13836 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 6.0 1 NY Professional Employed 19.0 False False NaN 2014-02-08 700.0 719.0 1999-10-09 9.0 6.0 17.0 6 255.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 10251.0 0.78 2371.0 17.0 1.00 0.0 0.14 $50,000-74,999 True 5708.333333 30A83705129355913F10514 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132433 12000 2014-02-14 Q1 2014 76A33701751733935C84A40 392.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98152 782635963618283351B77CC 1047291 2013-11-24 NaN 60 Current NaT 0.16304 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 8.0 1 IL Engineer - Mechanical Employed 17.0 True False NaN 2013-11-24 720.0 739.0 1993-08-30 10.0 7.0 20.0 3 250.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 8592.0 0.98 108.0 20.0 1.00 1.0 0.18 $100,000+ True 10250.000000 9BDA3700497239914A7D252 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119647 20000 2013-12-02 Q4 2013 E21C3699766343500C24D44 465.37 1388.4388 713.32 675.1188 -48.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98208 C0753594390883557E554CB 1013531 2013-11-12 NaN 36 Current NaT 0.18633 0.1500 0.1400 0.13203 0.0574 0.07463 5.0 B 5.0 1 VA Analyst Employed 35.0 True False NaN 2013-11-12 680.0 699.0 1997-07-01 15.0 15.0 39.0 13 474.0 4.0 6.0 5.0 519.0 9.0 4.0 0.0 11752.0 0.67 3392.0 31.0 0.93 1.0 0.27 $50,000-74,999 True 5583.333333 FE09370152730181337B115 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122881 12000 2013-12-19 Q4 2013 E14635833270318525866B8 415.98 827.0285 529.56 297.4685 -20.16 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98265 EA5936008578785308295BE 1144803 2014-01-18 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 4.0 1 CA Other Self-employed 21.0 False False NaN 2014-01-18 680.0 699.0 2009-03-02 14.0 14.0 20.0 6 121.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 4707.0 0.25 6340.0 15.0 1.00 0.0 NaN $25,000-49,999 False 2333.333333 81923704372432571A1C224 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128567 4000 2014-01-27 Q1 2014 185C3704868131589EE8691 142.31 140.4634 85.07 55.3934 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98270 2F443590728118849CD6887 932783 2013-09-25 NaN 60 Current NaT 0.19323 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 5.0 1 VA Accountant/CPA Employed 50.0 True False NaN 2013-11-07 680.0 699.0 1992-04-21 10.0 10.0 17.0 9 346.0 3.0 10.0 0.0 0.0 0.0 1.0 0.0 9651.0 0.64 4705.0 15.0 0.93 1.0 0.16 $25,000-49,999 True 3750.000000 085B3698070432019041EBD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111402 10000 2013-11-22 Q4 2013 B0B136946465817965161D2 248.26 744.7800 322.20 422.5800 -24.93 0.0 0.0 0.0 0.0 1.0 0 0 0.0 68
98283 5431358705765812129E056 876871 2013-08-21 NaN 36 Current NaT 0.13301 0.1050 0.0950 0.09202 0.0274 0.06462 6.0 A 6.0 1 TX Sales - Retail Employed 163.0 False False NaN 2013-11-11 740.0 759.0 1988-04-24 11.0 11.0 18.0 10 210.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 6914.0 0.24 21386.0 16.0 1.00 3.0 0.26 $50,000-74,999 True 5333.333333 3513369909046097208800F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111214 20000 2013-11-13 Q4 2013 BDFA3586316840399A9B21D 650.05 1944.3966 1433.60 510.7966 -49.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98288 C0C03599668045633E8B0A0 1077016 2014-01-03 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 4.0 1 IN Other Self-employed 103.0 True False NaN 2014-01-03 720.0 739.0 1985-04-01 17.0 16.0 26.0 10 959.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 95041.0 0.84 17989.0 22.0 1.00 0.0 NaN $50,000-74,999 False 4166.666667 24483703905848657B5BA6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128438 11500 2014-01-24 Q1 2014 67753701938059184EE53B9 418.06 418.0600 238.34 179.7200 -9.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 7
98292 C0DD35900729244452BB9E9 896302 2013-09-16 NaN 36 Current NaT 0.10038 0.0869 0.0769 0.07506 0.0199 0.05516 7.0 AA 10.0 1 WV Clerical Employed 317.0 False False NaN 2013-10-24 720.0 739.0 1984-11-01 8.0 6.0 37.0 7 135.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 1621.0 0.12 8279.0 33.0 0.90 2.0 0.17 $50,000-74,999 True 4583.333333 0224369791751850396C2F3 2.0 13.0 13.0 0.0 0.0 22500.0 4296.03 NaN 0 NaN 5 108380 15000 2013-10-31 Q4 2013 08173554613905841163DBA 474.83 1899.3200 1486.27 413.0500 -47.54 0.0 0.0 0.0 0.0 1.0 0 0 0.0 290
98301 691435934483501680BB9C9 1029573 2013-11-11 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 10.0 3 FL Food Service Self-employed 11.0 True False NaN 2013-11-11 680.0 699.0 1986-10-03 9.0 8.0 36.0 5 192.0 2.0 8.0 0.0 0.0 2.0 1.0 0.0 0.0 0.00 9000.0 33.0 0.87 1.0 NaN $75,000-99,999 False 6250.000000 A0913702080580510C8AD2C 1.0 10.0 10.0 0.0 0.0 4000.0 0.00 NaN 0 NaN 2 124742 15000 2014-01-06 Q1 2014 5A593538381277619FBF623 470.67 941.3400 747.47 193.8700 -23.96 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98366 C0F93599251811463192595 1113053 2014-01-02 NaN 60 Current NaT 0.21653 0.1920 0.1820 0.16810 0.0899 0.07820 4.0 C 7.0 1 AL Teacher Employed 66.0 False False NaN 2014-02-23 660.0 679.0 1999-02-06 9.0 5.0 23.0 4 336.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 14702.0 0.97 332.0 20.0 1.00 1.0 0.37 $50,000-74,999 True 4250.000000 FF193706825379851A3DA0C 1.0 10.0 10.0 0.0 0.0 10000.0 8824.56 NaN 0 NaN 1 134446 9000 2014-02-27 Q1 2014 757F3575656348786EA8746 234.46 229.7258 210.79 18.9358 -1.23 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98554 CCC33603552639480F05DFB 1226520 2014-02-21 NaN 60 Current NaT 0.29594 0.2694 0.2594 0.23608 0.1375 0.09858 2.0 E 2.0 3 WA Clerical Employed 84.0 True False NaN 2014-02-15 640.0 659.0 2003-07-30 6.0 6.0 34.0 1 25.0 0.0 2.0 0.0 0.0 28.0 1.0 0.0 246.0 0.00 0.0 27.0 0.55 0.0 0.26 $25,000-49,999 True 2666.666667 37153707211658517E6B17C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134029 10000 2014-02-26 Q1 2014 D73137061203377377A9C4D 304.99 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98723 A41E3593050697149814EDB 1011660 2013-10-27 NaN 36 Current NaT 0.21699 0.1800 0.1700 0.15867 0.0724 0.08627 4.0 C 9.0 20 AZ Other Employed 23.0 False False NaN 2013-10-27 640.0 659.0 2002-09-28 8.0 8.0 14.0 8 338.0 0.0 7.0 1.0 350.0 3.0 0.0 0.0 3982.0 0.65 1244.0 12.0 0.92 0.0 0.28 $25,000-49,999 True 3750.000000 BA4B3697464891738C6675B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110551 8000 2013-11-12 Q4 2013 1B153697500837599B7A561 289.22 863.7148 512.51 351.2048 -19.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98808 E271359078922850602B339 946122 2013-10-01 NaN 36 Current NaT 0.26047 0.2225 0.2125 0.19520 0.1025 0.09270 3.0 D 1.0 1 CA Food Service Employed 60.0 True False NaN 2013-11-14 640.0 659.0 2006-09-20 14.0 13.0 22.0 10 479.0 2.0 11.0 0.0 0.0 0.0 0.0 0.0 16747.0 0.95 479.0 21.0 0.95 0.0 0.49 $25,000-49,999 True 2666.666667 C2193697623284336E2E9E1 1.0 15.0 15.0 0.0 0.0 8000.0 5204.40 NaN 0 NaN 4 111155 10000 2013-11-19 Q4 2013 039B3383935882875269BC9 383.20 1143.5041 601.62 541.8841 -24.63 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98856 54103597082490734A39123 1055666 2013-12-05 NaN 60 Current NaT 0.16304 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 11.0 1 CA Retail Management Employed 311.0 False False NaN 2014-01-27 660.0 679.0 1989-07-01 7.0 7.0 13.0 7 449.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 14630.0 0.38 23545.0 13.0 0.92 0.0 0.16 $50,000-74,999 True 4166.666667 799A3705575364421911857 1.0 6.0 6.0 0.0 0.0 10000.0 0.00 NaN 0 NaN 2 129453 8000 2014-01-31 Q1 2014 99E535395238170003D5FBE 186.15 186.1500 100.23 85.9200 -6.14 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98877 2418360247113873074234B 1201145 2014-02-20 NaN 36 Current NaT 0.31196 0.2724 0.2624 0.23856 0.1425 0.09606 2.0 E 2.0 1 MI NaN Other 369.0 False False NaN 2014-02-18 680.0 699.0 1978-03-20 17.0 12.0 54.0 12 563.0 4.0 6.0 0.0 0.0 24.0 1.0 0.0 7822.0 0.53 6678.0 47.0 0.72 0.0 0.46 $25,000-49,999 True 2833.333333 B9A43708097880257F0ED07 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135153 4000 2014-03-10 Q1 2014 156637061823864773B8251 163.82 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
98937 89AA3600249092420F73B61 1171682 2014-01-28 NaN 36 Current NaT 0.19540 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 3.0 7 CA Retail Management Employed 1.0 False False NaN 2014-01-28 660.0 679.0 2009-10-07 9.0 8.0 19.0 3 187.0 0.0 13.0 0.0 0.0 0.0 0.0 0.0 6452.0 0.84 1148.0 10.0 1.00 0.0 0.27 $25,000-49,999 True 2750.000000 FBB13708460045077C9D030 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134264 3500 2014-03-03 Q1 2014 8858370534520436513E9E9 122.79 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99078 7E0D3601837254991008C2C 1189679 2014-02-10 NaN 60 Current NaT 0.18222 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 10.0 1 NY Professional Self-employed 11.0 False False NaN 2014-02-10 700.0 719.0 1998-12-29 10.0 6.0 46.0 2 88.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 1662.0 0.24 5138.0 29.0 1.00 0.0 NaN $50,000-74,999 False 5833.333333 0EB6370761126165978BAF2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132624 11000 2014-02-24 Q1 2014 F323355021313148282658A 266.62 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 171
99082 41153589956361003FD0B3D 934107 2013-09-27 NaN 36 Current NaT 0.10038 0.0869 0.0769 0.07506 0.0199 0.05516 7.0 AA 7.0 14 TX Engineer - Chemical Employed 7.0 False False NaN 2013-11-17 740.0 759.0 2001-08-29 6.0 3.0 21.0 2 26.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 831.0 0.27 2169.0 14.0 1.00 0.0 0.06 $100,000+ True 22916.666667 04E036990632783444B2E9E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111456 20000 2013-11-25 Q4 2013 B71636945245747062AE0B7 633.11 1899.3300 1472.11 427.2200 -49.16 0.0 0.0 0.0 0.0 1.0 0 0 0.0 343
99090 8A2E3591654743995DD0CFC 1001424 2013-10-23 NaN 36 Completed 2014-01-17 0.09534 0.0819 0.0719 0.07038 0.0174 0.05298 7.0 AA 8.0 2 OH Skilled Labor Employed 72.0 False False NaN 2013-10-23 780.0 799.0 1999-08-15 8.0 8.0 26.0 9 224.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2341.0 0.01 10617.0 22.0 1.00 0.0 0.14 $25,000-49,999 True 3750.000000 08C43696561586194AC381C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108257 10000 2013-10-30 Q4 2013 1859369694988323456B99E 314.24 10171.3762 9999.99 171.3862 -21.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99175 76603603184900063DFB871 1209237 2014-02-15 NaN 36 Current NaT 0.16770 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 5.0 1 IL Scientist Employed 6.0 True False NaN 2014-02-15 740.0 759.0 2000-09-08 12.0 11.0 29.0 10 647.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 56405.0 0.54 43859.0 25.0 1.00 2.0 0.20 $100,000+ True 9583.333333 0F2A3707004064047A9C00D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133102 35000 2014-02-20 Q1 2014 6F7E3706406836852500FE0 1181.65 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99256 8C573600190519006A81D4C 1108405 2014-01-14 NaN 60 Current NaT 0.15868 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 10.0 1 MO Clerical Employed 176.0 True False NaN 2014-02-13 760.0 779.0 1991-04-17 19.0 17.0 29.0 11 1221.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 47406.0 0.37 71675.0 28.0 1.00 1.0 0.48 $50,000-74,999 True 5500.000000 88B03707272445534C11F4E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132765 13250 2014-02-25 Q1 2014 EBFC3704238016310FA157C 305.22 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99268 291F35907940816779B68FC 937425 2013-09-29 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 1 TX Tradesman - Mechanic Employed 64.0 True False NaN 2013-11-04 700.0 719.0 2001-11-08 7.0 7.0 15.0 4 226.0 0.0 4.0 0.0 0.0 0.0 1.0 0.0 9370.0 0.67 4430.0 14.0 0.92 0.0 0.26 $50,000-74,999 True 5000.000000 2F6A3697484870523A7B171 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109086 5000 2013-11-07 Q4 2013 A6113693267348168CACBE7 120.27 360.8100 167.68 193.1300 -12.46 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
99277 F482360179321570311CD01 1154254 2014-02-11 NaN 60 Current NaT 0.25590 0.2304 0.2204 0.20169 0.1125 0.08919 3.0 D 3.0 14 NY Nurse (RN) Employed 29.0 False False NaN 2014-01-27 700.0 719.0 2009-11-06 10.0 9.0 11.0 9 251.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 8178.0 0.32 13179.0 10.0 1.00 2.0 0.11 $50,000-74,999 True 5000.000000 663A3706991639410776C15 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132459 10000 2014-02-21 Q1 2014 AD833704986035485886922 282.13 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 38
99298 78D835971025680406A3489 1093115 2013-12-23 NaN 60 Current NaT 0.20372 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 4.0 1 FL Tradesman - Mechanic Self-employed 55.0 False False NaN 2014-02-08 700.0 719.0 1996-11-26 16.0 15.0 29.0 13 370.0 1.0 10.0 1.0 0.0 9.0 0.0 0.0 7639.0 0.39 10746.0 29.0 0.96 3.0 NaN $50,000-74,999 False 4583.333333 10D33705822704973E703BB 3.0 27.0 27.0 0.0 0.0 9300.0 1681.30 NaN 0 NaN 1 131156 8000 2014-02-11 Q1 2014 19C63381132863377E5F08A 202.93 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99410 8CC235937277503397F7C8B 1014533 2013-11-12 NaN 36 Current NaT 0.25013 0.2124 0.2024 0.18730 0.0874 0.09990 4.0 C 5.0 1 SC Food Service Management Employed 76.0 False False NaN 2013-11-12 700.0 719.0 1996-07-01 5.0 5.0 17.0 6 143.0 0.0 0.0 2.0 22855.0 9.0 0.0 0.0 3972.0 0.37 5806.0 13.0 0.66 0.0 0.12 $50,000-74,999 True 4416.666667 A45937017776050860D58FB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123132 10000 2013-12-27 Q4 2013 16CF358469534307466C803 377.98 755.9600 398.74 357.2200 -16.82 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99420 B93235981132001107D503C 1071533 2013-12-13 NaN 36 Current NaT 0.21994 0.1825 0.1725 0.15997 0.0824 0.07757 4.0 C 5.0 1 WI Other Employed 40.0 False False NaN 2014-02-23 720.0 739.0 1995-03-20 10.0 9.0 23.0 4 413.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 17663.0 0.53 15137.0 19.0 0.94 1.0 0.47 $50,000-74,999 True 5866.583333 A9363708198234406C697E5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134025 15000 2014-03-03 Q1 2014 E5F33700817098172690915 544.17 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99519 ED1F3599558484082D52853 1150451 2014-01-21 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 3.0 1 CA Social Worker Full-time 191.0 True False NaN 2014-01-21 640.0 659.0 1995-06-13 4.0 4.0 80.0 2 63.0 4.0 15.0 16.0 124651.0 18.0 1.0 0.0 2552.0 0.72 948.0 41.0 0.73 0.0 0.08 $100,000+ True 10000.000000 A74E3703791582187A0443B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128652 4000 2014-01-28 Q1 2014 4C2D34254134788518CB188 166.54 163.4167 69.72 93.6967 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99686 8D743599083654785ED050B 1095389 2013-12-25 NaN 36 Past Due (1-15 days) NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 6.0 14 MO Skilled Labor Employed 5.0 True False NaN 2013-12-25 660.0 679.0 2005-04-30 9.0 6.0 22.0 4 106.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2114.0 0.52 1183.0 19.0 0.94 2.0 0.17 $25,000-49,999 True 3750.000000 EDFA370255715182362DE41 NaN NaN NaN NaN NaN NaN NaN NaN 11 NaN 3 124165 3000 2013-12-27 Q4 2013 2D2C37023969582620FE0B0 105.25 103.9473 64.87 39.0773 -2.55 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99770 413D35956728417628620AB 1033033 2013-12-07 NaN 60 Current NaT 0.14147 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 10.0 1 CA Executive Employed 289.0 True False NaN 2014-01-26 680.0 699.0 1988-07-01 13.0 12.0 44.0 11 281.0 1.0 7.0 0.0 0.0 0.0 1.0 0.0 3507.0 0.15 19593.0 44.0 0.88 2.0 0.16 $75,000-99,999 True 7666.666667 83A737056531887640650F6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128852 7000 2014-01-28 Q1 2014 02863699860578954CC28B8 155.32 153.0397 84.63 68.4097 -5.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99784 C74B3590604660663260331 932443 2013-10-01 NaN 36 Past Due (1-15 days) NaT 0.20268 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 6.0 1 CA Professional Employed 56.0 True False NaN 2013-11-04 660.0 679.0 1995-01-30 7.0 6.0 35.0 3 43.0 3.0 7.0 0.0 0.0 9.0 1.0 0.0 1243.0 0.38 2007.0 32.0 0.87 2.0 0.14 $50,000-74,999 True 5000.000000 98393698273827253E52BD7 NaN NaN NaN NaN NaN NaN NaN NaN 3 NaN 4 109553 6500 2013-11-07 Q4 2013 395E36942074319394F7F7A 230.45 688.3938 391.44 296.9538 -18.06 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99817 D729358878305631215B1D9 901899 2013-09-13 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 4.0 13 NY Principal Employed 96.0 True False NaN 2013-09-01 600.0 619.0 1985-10-30 15.0 9.0 36.0 6 223.0 0.0 10.0 0.0 0.0 0.0 0.0 0.0 6617.0 0.94 383.0 34.0 0.97 0.0 0.23 $100,000+ True 10000.000000 D7363694293715214BDE1AA 2.0 32.0 32.0 0.0 0.0 20000.0 6175.28 -102.0 0 NaN 6 102616 15000 2013-09-20 Q3 2013 95343522569235448A9D8B4 434.31 2171.5500 669.72 1501.8300 -61.76 0.0 0.0 0.0 0.0 1.0 0 0 0.0 19
99872 569535955379593518ADAF0 1070052 2013-12-04 NaN 36 Current NaT 0.19029 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 5.0 1 IN Laborer Employed 106.0 True False NaN 2014-02-02 660.0 679.0 1987-11-17 9.0 8.0 24.0 6 174.0 0.0 3.0 0.0 0.0 14.0 1.0 0.0 9396.0 0.64 5104.0 23.0 0.78 2.0 0.24 $25,000-49,999 True 4000.000000 F9CD3706766418483E3F42C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132122 15000 2014-02-18 Q1 2014 38FC3695001172899B323A5 522.55 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
99873 56A23600875021972EBC0D6 1112653 2014-01-14 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 CA Sales - Commission Employed 0.0 False False NaN 2014-01-14 680.0 699.0 2006-10-31 11.0 11.0 16.0 6 210.0 0.0 3.0 0.0 0.0 2.0 0.0 0.0 5162.0 0.35 7289.0 12.0 0.75 0.0 0.18 $25,000-49,999 True 2500.000000 1FC03704100380622174A7A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128884 4000 2014-01-24 Q1 2014 0AA63704180125311DFE5C3 135.05 135.0500 90.41 44.6400 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 52
100202 D13A35909720478814E79B0 955359 2013-10-03 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11477 0.0399 0.07487 6.0 A 6.0 1 FL Engineer - Mechanical Employed 42.0 True False NaN 2013-10-03 700.0 719.0 2001-06-29 7.0 7.0 14.0 7 318.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 11344.0 0.84 2156.0 14.0 1.00 2.0 0.19 $50,000-74,999 True 4278.166667 50A53695982063129F78B4D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104850 15000 2013-10-10 Q4 2013 AF1F369498248406839F3B1 505.34 2021.3600 1387.40 633.9600 -48.80 0.0 0.0 0.0 0.0 1.0 0 0 0.0 138
100281 F4E235969724800397FFB3B 1081388 2013-12-15 NaN 60 Current NaT 0.28362 0.2574 0.2474 0.22530 0.1325 0.09280 2.0 E 3.0 3 VT Truck Driver Employed 2.0 True False NaN 2014-03-02 700.0 719.0 2007-09-05 11.0 11.0 16.0 7 350.0 6.0 19.0 0.0 0.0 5.0 0.0 0.0 1404.0 0.34 1777.0 15.0 0.93 1.0 0.46 $50,000-74,999 True 4333.333333 BAB137072659503881014CA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135535 10000 2014-03-06 Q1 2014 664F36982741102602FEAF9 297.87 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 173
100322 27F736011194247873CE7F1 1126153 2014-01-21 NaN 36 Current NaT 0.26855 0.2304 0.2204 0.20169 0.1125 0.08919 3.0 D 1.0 1 CA Accountant/CPA Employed 215.0 True False NaN 2014-01-21 700.0 719.0 1992-08-10 16.0 14.0 32.0 10 549.0 3.0 9.0 0.0 0.0 2.0 0.0 0.0 27976.0 0.67 13624.0 27.0 1.00 0.0 0.46 $50,000-74,999 True 4833.333333 422D37048096045692B16A5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129028 10000 2014-01-27 Q1 2014 42B9370307425797794EA20 387.31 380.9977 191.63 189.3677 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
100327 7A5B358918755940213620E 904364 2013-09-13 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 SC Other Employed 7.0 False False NaN 2013-11-03 660.0 679.0 1989-11-29 10.0 10.0 37.0 9 277.0 1.0 2.0 0.0 0.0 6.0 1.0 0.0 4704.0 0.97 75.0 35.0 0.71 0.0 0.22 $25,000-49,999 True 3333.333333 88923698076325451BF7E2F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109792 9000 2013-11-05 Q4 2013 7A4C369275264511034DB10 226.59 675.4303 284.80 390.6303 -22.44 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
100490 AD01360177692666416E07B 1209105 2014-02-15 NaN 36 Current NaT 0.23477 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 1.0 11 MN Skilled Labor Employed 29.0 False False NaN 2014-02-15 660.0 679.0 2005-09-16 18.0 18.0 26.0 17 487.0 3.0 7.0 0.0 0.0 1.0 0.0 0.0 7466.0 0.71 2127.0 21.0 0.90 1.0 0.14 $50,000-74,999 True 4583.333333 C6713706814767237BE0B8D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132483 3600 2014-02-21 Q1 2014 1A363511612012053EA90EB 133.24 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 19
100528 82683593305127689D39F54 991895 2013-11-03 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 4.0 3 NY Computer Programmer Self-employed 34.0 False False NaN 2013-11-03 740.0 759.0 1992-10-08 3.0 3.0 3.0 3 330.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 16682.0 0.24 50318.0 3.0 1.00 0.0 NaN $50,000-74,999 False 4583.333333 BEEE36978999364474D238D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110279 5000 2013-11-13 Q4 2013 F1D93696699437085FEAEFF 174.55 521.5267 332.68 188.8467 -12.32 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
100542 3E053596753327231345CCB 1026283 2013-12-02 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 10.0 1 MT Retail Management Employed 52.0 True False NaN 2013-12-02 740.0 759.0 2006-11-16 7.0 6.0 27.0 4 147.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 7578.0 0.50 7422.0 22.0 1.00 0.0 0.21 $50,000-74,999 True 4291.666667 84B73702067849382D40149 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123236 15000 2013-12-24 Q4 2013 B6903699842155147A1C633 470.67 1400.6700 1198.65 202.0200 -24.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 73
100647 69B43594230017274120325 983809 2013-11-05 NaN 36 Current NaT 0.21342 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 6.0 1 MD Car Dealer Employed 49.0 False False NaN 2013-12-05 640.0 659.0 1995-11-27 5.0 5.0 43.0 6 226.0 0.0 3.0 0.0 0.0 34.0 1.0 0.0 8155.0 0.81 1845.0 40.0 0.73 2.0 0.11 $75,000-99,999 True 6333.333333 525A3700948104590BCD2A5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122155 11500 2013-12-16 Q4 2013 890836966988055857BB848 413.74 827.4800 486.32 341.1600 -19.33 0.0 0.0 0.0 0.0 1.0 0 0 0.0 3
100708 580B3604039442380CCA906 1212311 2014-02-27 NaN 36 Current NaT 0.13734 0.1089 0.0989 0.09531 0.0324 0.06291 6.0 A 6.0 7 NY NaN Other 5.0 False False NaN 2014-02-27 660.0 679.0 1988-01-27 9.0 9.0 38.0 9 351.0 0.0 5.0 0.0 0.0 56.0 1.0 0.0 9577.0 0.53 7847.0 35.0 0.65 0.0 0.26 $1-24,999 True 1833.333333 EAFD3708110610638C3AD9C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135337 4000 2014-03-05 Q1 2014 644C370693393825813D46A 130.75 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 75
100747 DE0C360292962505299EE67 1224533 2014-03-04 NaN 36 Current NaT 0.09469 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 6.0 2 TX Construction Employed 353.0 True False NaN 2014-03-04 740.0 759.0 1994-01-19 30.0 30.0 52.0 29 896.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 20737.0 0.17 87504.0 47.0 1.00 3.0 0.22 $100,000+ True 10166.666667 E27A370764620595169D3BE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135392 20000 2014-03-10 Q1 2014 3175369756460749273A7CC 627.56 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 221
100901 DE8A3598254689530D74484 1115681 2014-01-04 NaN 36 Current NaT 0.16259 0.1264 0.1164 0.11088 0.0449 0.06598 5.0 B 5.0 1 MA Social Worker Employed 192.0 True False NaN 2014-02-27 680.0 699.0 1984-10-13 25.0 24.0 52.0 23 898.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 26355.0 0.58 17087.0 49.0 0.93 0.0 0.21 $50,000-74,999 True 6000.000000 424F370860052882970A1B6 1.0 11.0 11.0 0.0 0.0 2000.0 0.00 NaN 0 NaN 0 135518 4500 2014-03-11 Q1 2014 2C183566872801718AA8EFA 150.84 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 43
100918 C62E35972180294893B8F55 1069263 2013-12-04 NaN 36 Current NaT 0.31668 0.2774 0.2674 0.24313 0.1425 0.10063 2.0 E 2.0 1 TX Executive Employed 90.0 True False NaN 2014-01-06 660.0 679.0 1993-12-13 18.0 17.0 31.0 12 781.0 3.0 6.0 0.0 0.0 1.0 1.0 0.0 41099.0 0.74 13490.0 29.0 0.96 4.0 0.21 $100,000+ True 17083.333333 E0553703662747089E53C77 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125555 10000 2014-01-09 Q1 2014 7A6A37006979456868A41DC 412.23 412.2300 176.63 235.6000 -8.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
101115 7985358790405303653E11B 896913 2013-09-10 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 4.0 1 CA Computer Programmer Employed 116.0 False False NaN 2013-11-04 640.0 659.0 1996-01-01 20.0 18.0 25.0 16 495.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 11284.0 0.50 7349.0 25.0 0.96 2.0 0.29 $75,000-99,999 True 7291.666667 62723696716666815AEBC4A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109364 4000 2013-11-06 Q4 2013 4E183461125479769D65340 172.76 518.2800 207.83 310.4500 -9.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 5
101171 94F63592952787870EF6508 993074 2013-11-03 NaN 36 Completed 2014-01-07 0.17090 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 7.0 7 OH Laborer Employed 96.0 False False NaN 2013-11-03 680.0 699.0 2004-10-12 11.0 11.0 30.0 10 315.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 6086.0 0.38 9360.0 27.0 1.00 1.0 0.27 $25,000-49,999 True 2500.000000 156836977849742636AE34F 1.0 1.0 1.0 0.0 0.0 4000.0 0.00 -16.0 0 NaN 4 112174 4000 2013-11-20 Q4 2013 E46436944820827864B5342 135.72 4070.3500 4000.00 70.3500 -5.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 23
101266 F72A3598840194273D72C2B 1131669 2014-01-10 NaN 60 Current NaT 0.18222 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 4.0 1 GA Other Employed 75.0 True False NaN 2014-02-10 660.0 679.0 2002-02-25 8.0 8.0 20.0 6 412.0 1.0 12.0 0.0 0.0 21.0 1.0 0.0 9888.0 0.73 2292.0 19.0 0.73 1.0 0.18 $50,000-74,999 True 6232.666667 E35D370692340806631FDEA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133182 15000 2014-02-26 Q1 2014 B54137031960740500EFC54 363.58 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
101337 F7313585219017186FA3C46 859848 2013-08-04 NaN 36 Current NaT 0.10038 0.0869 0.0769 0.07506 0.0199 0.05516 7.0 AA 11.0 2 CA Professor Employed 13.0 True True D2E93365291835114A4A4F1 2013-09-06 800.0 819.0 1999-03-09 4.0 4.0 6.0 3 98.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 3146.0 0.11 23704.0 6.0 1.00 0.0 0.09 $100,000+ True 11141.666667 C8713691874352924D06EB9 1.0 31.0 31.0 0.0 0.0 6001.0 0.00 NaN 0 NaN 6 100986 30000 2013-09-13 Q3 2013 B2BB33649705930338E874A 949.67 4748.3500 3709.67 1038.6800 -119.53 0.0 0.0 0.0 0.0 1.0 1 0 0.0 607
101343 E4B3359104504831149B94A 948890 2013-10-10 NaN 36 Current NaT 0.14409 0.1159 0.1059 0.10208 0.0324 0.06968 6.0 A 7.0 1 IL Computer Programmer Employed 26.0 False False NaN 2013-10-10 700.0 719.0 2010-11-17 7.0 7.0 8.0 5 220.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 6765.0 0.79 1735.0 7.0 1.00 0.0 0.15 $50,000-74,999 True 5666.666667 9A733695291386107CD5E08 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106238 5000 2013-10-16 Q4 2013 9ABF36962398472388F027A 165.09 693.6823 543.68 150.0023 -13.09 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
101353 7E403597616297294FA469E 1100742 2013-12-20 NaN 60 Current NaT 0.29567 0.2694 0.2594 0.23608 0.1375 0.09858 2.0 E 3.0 1 OK Teacher Employed 131.0 True False NaN 2013-12-20 660.0 679.0 1995-10-01 14.0 13.0 23.0 10 536.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 13718.0 0.89 982.0 19.0 0.84 1.0 0.22 $50,000-74,999 True 4583.333333 9ABC370271220285527FB3A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124831 8000 2014-01-02 Q1 2014 636F3701608774808413A08 244.00 482.0953 140.89 341.2053 -12.88 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
101484 77AA3592626533086F04AAA 974745 2013-10-13 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 3.0 1 IL Other Self-employed 138.0 False False NaN 2014-01-02 700.0 719.0 1992-10-14 13.0 13.0 25.0 8 602.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 23993.0 0.73 9950.0 17.0 0.94 0.0 NaN $50,000-74,999 False 5833.333333 CB4E37028929228582B5895 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126941 15000 2014-01-16 Q1 2014 10903696395767646B26618 378.05 378.0500 153.19 224.8600 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
101653 F0423591427069869236786 932923 2013-10-01 NaN 36 Current NaT 0.30182 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 2.0 2 NE Postal Service Employed 40.0 True False NaN 2013-10-01 680.0 699.0 1985-09-01 17.0 16.0 34.0 14 639.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 21719.0 0.57 14907.0 33.0 1.00 3.0 0.24 $50,000-74,999 True 4416.666667 B89B36946928735287B243E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105995 4000 2013-10-16 Q4 2013 FDDA36955008727178435EC 161.78 647.1200 302.67 344.4500 -13.11 0.0 0.0 0.0 0.0 1.0 0 0 0.0 7
101654 F0423591427069869236786 932923 2013-10-01 NaN 36 Current NaT 0.30182 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 6.0 2 NE Postal Service Employed 40.0 True False NaN 2013-10-01 680.0 699.0 1985-09-01 17.0 16.0 34.0 14 639.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 21719.0 0.57 14907.0 33.0 1.00 3.0 0.24 $50,000-74,999 True 4416.666667 B89B36946928735287B243E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105995 4000 2013-10-16 Q4 2013 FDDA36955008727178435EC 161.78 647.1200 302.67 344.4500 -13.11 0.0 0.0 0.0 0.0 1.0 0 0 0.0 7
101680 83F13599866483006E6907D 1129327 2014-01-23 NaN 36 Current NaT 0.16259 0.1264 0.1164 0.11088 0.0449 0.06598 5.0 B 2.0 1 PA Tradesman - Carpenter Self-employed 26.0 False False NaN 2014-03-03 720.0 739.0 2004-04-28 8.0 8.0 19.0 6 291.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 12217.0 0.48 13083.0 18.0 1.00 0.0 NaN $50,000-74,999 False 4333.333333 36463706941799427F5BAEC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135184 15000 2014-03-05 Q1 2014 B1533703582817312A1106E 502.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
101747 7AA63594821483119361C08 1036638 2013-11-18 NaN 36 Current NaT 0.13301 0.1050 0.0950 0.09202 0.0274 0.06462 6.0 A 8.0 3 NY Professional Employed 99.0 True False NaN 2013-11-06 760.0 779.0 2002-04-10 8.0 7.0 18.0 2 275.0 5.0 9.0 0.0 0.0 0.0 0.0 0.0 12022.0 0.37 19978.0 17.0 1.00 1.0 0.30 $100,000+ True 10416.666667 C6D73699545723145E0FD18 1.0 9.0 9.0 0.0 0.0 10000.0 2533.03 NaN 0 NaN 4 111234 32000 2013-11-21 Q4 2013 97A53465103103985D18AD5 1040.08 3120.2400 2293.75 826.4900 -78.71 0.0 0.0 0.0 0.0 1.0 0 0 0.0 612
101928 6DFC3591891372387BB41B2 963489 2013-10-07 NaN 36 Completed 2014-01-28 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 NJ Clergy Employed 69.0 False False NaN 2013-11-15 660.0 679.0 1995-04-25 8.0 8.0 15.0 8 475.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 22525.0 0.94 1265.0 14.0 0.93 2.0 0.13 $50,000-74,999 True 5333.333333 CFAF3699104426107219A8F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119542 4500 2013-12-02 Q4 2013 2A3E3695252772746B63733 166.55 4637.1600 4500.00 137.1600 -6.96 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
102116 781A3598846008354DF07F7 1127948 2014-01-13 NaN 60 Current NaT 0.29567 0.2694 0.2594 0.23608 0.1375 0.09858 2.0 E 3.0 1 CA Laborer Employed 164.0 False False NaN 2014-01-13 660.0 679.0 1989-03-23 11.0 11.0 14.0 11 313.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 6061.0 0.72 867.0 12.0 0.91 3.0 0.16 $25,000-49,999 True 3333.333333 87403703915042361536B60 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128371 7000 2014-01-22 Q1 2014 85403704488992763EC927F 213.50 208.3334 53.34 154.9934 -5.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
102234 64E33587560804418EAAE9F 887683 2013-09-04 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 9.0 1 TX Clerical Employed 209.0 True True CD0E3364909037313F32874 2013-09-04 720.0 739.0 1996-11-21 25.0 21.0 47.0 19 416.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 15767.0 0.56 11122.0 46.0 1.00 0.0 0.48 $25,000-49,999 True 3166.666667 7F4C3692178390057541149 1.0 32.0 32.0 0.0 0.0 6500.0 0.00 90.0 0 NaN 6 101767 10000 2013-09-13 Q3 2013 B8BB336485696933251B4E3 238.90 1194.5000 572.35 622.1500 -40.96 0.0 0.0 0.0 0.0 1.0 0 0 0.0 133
102651 B6C53602252440608D8E35D 1187075 2014-02-10 NaN 60 Current NaT 0.15040 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 3 AZ Executive Employed 274.0 True False NaN 2014-02-10 780.0 799.0 1992-04-27 5.0 5.0 21.0 1 25.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 326.0 0.00 0.0 18.0 1.00 0.0 0.17 $75,000-99,999 True 6833.333333 1A0A3706738785956477510 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132173 25000 2014-02-18 Q1 2014 F7983706315816773EA9CC0 565.50 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
102781 41D5359662787159937600C 1035715 2013-12-08 NaN 36 Current NaT 0.30848 0.2694 0.2594 0.23608 0.1375 0.09858 2.0 E 2.0 2 OH Sales - Commission Employed 47.0 False False NaN 2014-01-14 680.0 699.0 1990-11-19 10.0 9.0 20.0 9 306.0 5.0 6.0 1.0 30.0 3.0 2.0 0.0 5420.0 0.17 4888.0 17.0 0.94 3.0 0.20 $50,000-74,999 True 5833.333333 5518370598999155262C413 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130395 4000 2014-02-07 Q1 2014 9A7D36997789763684084EF 163.17 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 4
102810 DE4235919890064472899AF 956707 2013-10-22 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 9.0 1 CO Architect Employed 83.0 False False NaN 2014-01-13 680.0 699.0 2003-02-27 19.0 19.0 40.0 4 258.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 10681.0 0.62 6324.0 26.0 1.00 0.0 0.49 $25,000-49,999 True 4083.333333 E2FB3705195475059816CB6 1.0 16.0 16.0 0.0 0.0 10000.0 8530.83 NaN 0 NaN 2 129539 9000 2014-01-30 Q1 2014 A6263558369017040208793 320.20 320.2000 199.71 120.4900 -7.15 0.0 0.0 0.0 0.0 1.0 0 0 0.0 45
102939 FC19358861266873003A028 884082 2013-08-30 NaN 60 Current NaT 0.24036 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 2.0 1 OR Other Employed 149.0 True False NaN 2013-09-30 660.0 679.0 1986-12-01 12.0 12.0 27.0 11 540.0 1.0 6.0 0.0 0.0 0.0 1.0 0.0 14651.0 0.99 41.0 25.0 1.00 0.0 0.27 $50,000-74,999 True 5837.000000 DF183693750355031556E14 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104335 15000 2013-10-02 Q4 2013 3FF93589038286032FA10D2 410.45 2043.3938 739.70 1303.6938 -60.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103040 AB5E3591804620542FF6312 964344 2013-10-07 NaN 60 Current NaT 0.25625 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 8.0 1 MI Skilled Labor Employed 114.0 False False NaN 2013-10-07 660.0 679.0 1997-05-01 9.0 8.0 17.0 6 598.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 19777.0 0.81 3305.0 17.0 0.94 0.0 0.65 $25,000-49,999 True 2166.666667 9CF2369660988703009888B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106656 10000 2013-10-22 Q4 2013 FCA93694773987395F3F9E8 282.48 1129.9200 361.97 767.9500 -33.24 0.0 0.0 0.0 0.0 1.0 0 0 0.0 140
103057 41B2360040090178430C92D 1138016 2014-01-16 NaN 36 Current NaT 0.09065 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 8.0 1 VT Nurse (RN) Employed 31.0 False False NaN 2014-02-17 700.0 719.0 1991-09-04 8.0 7.0 34.0 5 209.0 0.0 4.0 0.0 0.0 5.0 0.0 0.0 8478.0 0.34 12787.0 32.0 0.96 0.0 0.29 $50,000-74,999 True 4666.666667 AA883706407424427C9F093 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133346 8479 2014-02-25 Q1 2014 FC6A3704132864230222EF5 264.49 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103118 822735926224067939D5A7F 951488 2013-10-11 NaN 36 Current NaT 0.23847 0.2010 0.1910 0.17620 0.0925 0.08370 3.0 D 3.0 1 NY Nurse (RN) Employed 18.0 False False NaN 2013-11-25 660.0 679.0 2004-03-05 22.0 22.0 40.0 12 585.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 25254.0 0.90 2704.0 31.0 1.00 1.0 0.42 $75,000-99,999 True 6666.666667 C6AE37010310409774FBEBF 1.0 12.0 12.0 0.0 0.0 10000.0 0.00 NaN 0 NaN 3 122613 10000 2013-12-24 Q4 2013 B858356379018251502020B 372.15 744.3000 406.32 337.9800 -16.81 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
103138 6E7C35894914746704283FC 904382 2013-09-13 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 2.0 1 TX Skilled Labor Employed 169.0 True False NaN 2013-10-17 660.0 679.0 1992-05-02 8.0 8.0 29.0 7 676.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 24082.0 0.72 8542.0 24.0 1.00 0.0 0.22 $25,000-49,999 True 3750.000000 7D4F3695212114139796C4E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106850 4000 2013-10-21 Q4 2013 265736921415705595C6499 143.81 573.3112 345.63 227.6812 -13.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103194 E38335937498802202372E7 964381 2013-10-29 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 8.0 1 WI Other Employed 92.0 False False NaN 2013-12-02 660.0 679.0 1983-11-16 8.0 8.0 22.0 7 299.0 0.0 3.0 0.0 0.0 6.0 2.0 0.0 4226.0 0.55 1850.0 18.0 0.80 0.0 0.18 $50,000-74,999 True 5416.666667 2CEB370077247067227D38B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120610 10000 2013-12-09 Q4 2013 7A4A3697161896555A2D3EF 334.01 664.6255 459.97 204.6555 -16.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103322 0CCD3589196534025041DC2 900607 2013-09-16 NaN 60 Current NaT 0.24036 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 4.0 1 OR Other Employed 76.0 True False NaN 2013-11-15 660.0 679.0 2004-07-13 16.0 15.0 28.0 11 465.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 13864.0 0.56 2364.0 25.0 0.96 0.0 0.50 $25,000-49,999 True 3363.750000 185936984428322312EF0C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111108 10000 2013-11-20 Q4 2013 FB3E3692171371815B771B2 273.64 815.0159 282.97 532.0459 -24.96 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103382 0CD23589760221562BFAE74 927487 2013-09-28 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 2.0 7 CA Realtor Self-employed 1.0 False False NaN 2013-09-28 640.0 659.0 1995-07-23 8.0 8.0 30.0 4 237.0 1.0 1.0 0.0 0.0 11.0 1.0 0.0 7126.0 0.93 405.0 30.0 0.73 1.0 NaN $50,000-74,999 False 4166.666667 71CA36939726506320533A2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103683 4000 2013-10-02 Q4 2013 320F36934095552299C220F 172.76 863.8000 362.81 500.9900 -15.98 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20
103396 FA433595415904577B12938 1016680 2013-11-29 NaN 36 Past Due (1-15 days) NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 2.0 1 MO Other Employed 124.0 False False NaN 2014-01-01 660.0 679.0 1996-05-01 8.0 7.0 26.0 5 98.0 1.0 8.0 3.0 192.0 13.0 1.0 0.0 1391.0 0.37 2369.0 21.0 0.62 3.0 0.51 $25,000-49,999 True 2166.666667 D2F137028191602162DE424 1.0 19.0 19.0 0.0 0.0 7000.0 3768.82 NaN 4 NaN 2 124317 4000 2014-01-06 Q1 2014 7BD6354652110144685E39F 171.10 167.7477 67.18 100.5677 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103559 6A833587133492369F9D00F 880017 2013-08-26 NaN 36 Current NaT 0.22354 0.1864 0.1764 0.16490 0.0699 0.09500 4.0 C 10.0 1 NY Teacher Employed 495.0 True False NaN 2013-08-26 760.0 779.0 1975-02-01 26.0 19.0 37.0 17 630.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 31981.0 0.67 13070.0 36.0 0.97 0.0 0.53 $25,000-49,999 True 2500.000000 4DC336938053183902907EB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102400 4000 2013-09-19 Q3 2013 F7C0358763999019134C876 145.90 727.4573 430.34 297.1173 -16.06 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103625 8474358854651984137201C 892845 2013-09-08 NaN 60 Current NaT 0.20321 0.1790 0.1690 0.15695 0.0799 0.07705 4.0 C 5.0 1 NY Tradesman - Mechanic Employed 271.0 False False NaN 2014-02-09 680.0 699.0 1989-05-01 15.0 15.0 20.0 14 987.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 40414.0 0.58 24078.0 19.0 1.00 1.0 0.24 $75,000-99,999 True 6666.666667 E6FB37073953690388BC56D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 133965 8500 2014-03-03 Q1 2014 0F0C35762146892131F3BB4 215.38 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103627 0E0F3595663074287D094F4 1042995 2013-11-20 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 6.0 1 MI Engineer - Mechanical Employed 122.0 False False NaN 2013-12-22 660.0 679.0 1997-04-08 4.0 4.0 12.0 4 120.0 0.0 0.0 1.0 0.0 2.0 1.0 0.0 4448.0 0.51 4272.0 11.0 0.90 1.0 0.09 $25,000-49,999 True 3750.000000 8DFF370251125965372583B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124274 6000 2014-01-02 Q1 2014 52FC3698014162302B041CF 206.97 411.5318 273.35 138.1818 -9.60 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103639 E61335958738398526176A2 1031588 2013-11-24 NaN 36 Current NaT 0.26149 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 4.0 1 MS Other Employed 145.0 False False NaN 2013-12-01 640.0 659.0 2003-08-09 8.0 8.0 25.0 7 708.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 29297.0 0.94 1633.0 22.0 1.00 0.0 0.33 $25,000-49,999 True 3333.333333 BDFE370054356602100EB05 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121270 3000 2013-12-11 Q4 2013 F22736941791892553156AE 115.12 2643.5230 2502.56 140.9630 -6.39 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103761 A0683602516866457DA322A 1197627 2014-02-06 NaN 36 Current NaT 0.12117 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 7.0 3 TN Military Officer Employed 33.0 True False NaN 2014-02-06 700.0 719.0 2008-08-20 9.0 9.0 11.0 4 257.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 11368.0 0.62 6932.0 11.0 1.00 1.0 0.29 $50,000-74,999 True 6083.333333 810037060683685718F8BF3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131803 14000 2014-02-11 Q1 2014 D7F43692730211713386BC5 447.15 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103804 80AB36046578015674C22A3 1240650 2014-02-28 NaN 36 Current NaT 0.22301 0.1855 0.1755 0.16252 0.0849 0.07762 4.0 C 4.0 1 FL Professional Employed 14.0 False False NaN 2014-02-28 640.0 659.0 1993-09-06 9.0 7.0 34.0 6 122.0 1.0 23.0 0.0 0.0 48.0 1.0 0.0 2610.0 0.38 3671.0 32.0 0.68 3.0 0.12 $50,000-74,999 True 5416.666667 E17F3707761977870D28E4D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134474 4500 2014-03-04 Q1 2014 9699370663876699746CF6E 163.93 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103805 62003598309761141A5469D 1120250 2014-01-08 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 4.0 1 IL NaN Other 12.0 False False NaN 2014-01-08 660.0 679.0 2003-12-01 7.0 7.0 10.0 6 123.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 5406.0 0.67 2644.0 10.0 1.00 1.0 0.24 $25,000-49,999 True 2416.666667 FB393705754353579637681 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130155 4000 2014-02-06 Q1 2014 DC613703385211797737897 140.33 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103945 F5F33594109034729BA8245 984017 2013-10-31 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 10.0 1 VA Computer Programmer Employed 26.0 True False NaN 2013-12-24 720.0 739.0 1986-04-29 12.0 11.0 49.0 8 163.0 0.0 4.0 0.0 0.0 19.0 1.0 0.0 1128.0 0.09 10372.0 42.0 0.76 3.0 0.13 $100,000+ True 12916.666667 1BC83702002088533274255 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125267 9500 2014-01-08 Q1 2014 6F703696881862386169A0A 306.09 612.1800 461.87 150.3100 -15.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103991 0DD3360364732675131F305 1230959 2014-03-05 NaN 60 Current NaT 0.18733 0.1635 0.1535 0.14345 0.0699 0.07355 4.0 C 6.0 1 TX Analyst Employed 165.0 False False NaN 2014-02-19 680.0 699.0 1998-08-11 9.0 8.0 32.0 11 719.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 44376.0 0.94 2367.0 31.0 1.00 1.0 0.23 $50,000-74,999 True 6166.666667 5C7037079651694833D3AC0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134898 20000 2014-03-07 Q1 2014 FC88370608355176064551D 490.09 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
103998 F3A835929547661571C6B38 962425 2013-10-25 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 3.0 1 UT Skilled Labor Employed 94.0 True False NaN 2013-10-25 680.0 699.0 1992-07-16 8.0 8.0 23.0 7 245.0 4.0 10.0 0.0 0.0 0.0 2.0 0.0 6059.0 0.73 2123.0 23.0 0.95 3.0 0.16 $50,000-74,999 True 4294.166667 D4813697419102301AD3B8C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110698 9000 2013-11-12 Q4 2013 8FB036964963539945FD8FA 242.72 728.1600 259.82 468.3400 -22.47 0.0 0.0 0.0 0.0 1.0 0 0 0.0 56
104158 98D03600431348915E7B5EB 1148810 2014-01-21 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 7 FL Nurse (RN) Self-employed 3.0 True False NaN 2014-01-21 660.0 679.0 2002-02-11 16.0 14.0 29.0 6 238.0 1.0 2.0 0.0 0.0 3.0 0.0 0.0 6294.0 0.92 442.0 20.0 0.80 0.0 NaN $50,000-74,999 False 5000.000000 EE3A3706201127838D335A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129696 4000 2014-02-04 Q1 2014 7E6B3703334451881B22F8E 166.54 163.4167 79.09 84.3267 -3.07 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104257 0F563597161095613517437 1051243 2013-12-17 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 5.0 1 LA Other Employed 16.0 True False NaN 2013-12-17 740.0 759.0 1973-12-01 24.0 21.0 50.0 13 533.0 2.0 12.0 0.0 0.0 0.0 1.0 0.0 17451.0 0.34 24401.0 47.0 0.97 2.0 0.32 $100,000+ True 10416.666667 A8B83704317372651543A02 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127405 35000 2014-01-16 Q1 2014 BD9D3700316006874885EE9 1169.03 1157.1492 800.72 356.4292 -29.73 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104294 8F3035963782363683B39E5 1028176 2013-12-05 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 10.0 1 GA Analyst Employed 32.0 False False NaN 2014-01-13 740.0 759.0 2009-09-09 7.0 7.0 12.0 7 106.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 3054.0 0.11 22996.0 10.0 1.00 0.0 0.11 $100,000+ True 10833.333333 250937043520041147CE6ED NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127126 35000 2014-01-15 Q1 2014 D169369955064943605ABD1 1127.71 1127.7100 833.42 294.2900 -29.73 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104316 861835939698489416C5FFB 1022898 2013-11-06 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 6.0 1 CA Executive Employed 91.0 False False NaN 2013-12-09 720.0 739.0 1995-11-01 15.0 12.0 39.0 12 333.0 2.0 10.0 1.0 0.0 4.0 0.0 0.0 5927.0 0.16 27980.0 35.0 0.97 1.0 0.30 $50,000-74,999 True 6166.666667 3EFF3700996797314F57A68 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122945 10000 2013-12-23 Q4 2013 A7373424012796854566E57 329.24 655.3595 467.25 188.1095 -16.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104338 C76236036432874664B9F44 1185586 2014-02-26 NaN 60 Current NaT 0.17198 0.1485 0.1385 0.13035 0.0599 0.07045 5.0 B 11.0 1 PA Other Employed 36.0 False False NaN 2014-01-30 680.0 699.0 2004-09-27 8.0 8.0 32.0 5 381.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 17402.0 0.57 12698.0 18.0 1.00 0.0 0.21 $100,000+ True 8333.333333 B1243707248995687CC96BB 1.0 8.0 8.0 0.0 0.0 15000.0 0.00 NaN 0 NaN 1 134195 25000 2014-02-28 Q1 2014 1B963386002442810DB15AF 592.78 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104450 8FB53601922096426CD8E1D 1187684 2014-02-10 NaN 36 Current NaT 0.23170 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 1.0 1 FL Computer Programmer Employed 166.0 True False NaN 2014-02-14 640.0 659.0 1996-06-26 9.0 8.0 32.0 5 215.0 1.0 7.0 0.0 0.0 34.0 0.0 0.0 25251.0 0.97 204.0 22.0 0.81 1.0 0.30 $75,000-99,999 True 7800.583333 4F9F3705817420773A6441E 1.0 20.0 20.0 0.0 0.0 15000.0 7861.67 NaN 0 NaN 1 133279 25000 2014-02-20 Q1 2014 D9BE341880611904425914A 921.46 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
104506 6AD13588491939933E6CA09 884368 2013-08-29 NaN 60 Past Due (31-60 days) NaT 0.33040 0.3032 0.2932 0.26670 0.1425 0.12420 2.0 E 6.0 20 NJ Engineer - Electrical Employed 22.0 False False NaN 2013-08-29 720.0 739.0 2004-09-27 13.0 12.0 18.0 9 224.0 3.0 8.0 0.0 0.0 0.0 0.0 0.0 7141.0 0.35 13069.0 18.0 1.00 1.0 0.32 $50,000-74,999 True 5416.666667 99673693432557938FEDB0D NaN NaN NaN NaN NaN NaN NaN NaN 35 NaN 5 104201 4000 2013-10-03 Q4 2013 62913520591491858380BAB 130.20 390.6000 87.10 303.5000 -10.02 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20
104748 91D135911738361009C57A1 929848 2013-09-30 NaN 60 Current NaT 0.28078 0.2549 0.2449 0.22352 0.1225 0.10102 2.0 E 4.0 1 NJ Analyst Employed 50.0 False False NaN 2013-09-30 660.0 679.0 2004-08-25 12.0 12.0 22.0 7 412.0 1.0 11.0 0.0 0.0 0.0 0.0 0.0 15796.0 0.96 504.0 12.0 1.00 1.0 0.18 $75,000-99,999 True 7083.333333 427A369529932361367A5C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104521 5500 2013-10-03 Q4 2013 CE8D351409043512996D872 163.02 815.1000 244.67 570.4300 -22.37 0.0 0.0 0.0 0.0 1.0 0 0 0.0 8
104865 8ABC3591334902061B54A1B 958521 2013-10-04 NaN 60 Current NaT 0.21115 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 3.0 3 MA Other Self-employed 26.0 False False NaN 2013-11-04 700.0 719.0 2006-08-26 11.0 10.0 26.0 6 110.0 4.0 7.0 0.0 0.0 0.0 0.0 0.0 1766.0 0.12 12334.0 13.0 0.84 3.0 NaN $25,000-49,999 False 3750.000000 4B1837008011142309C0216 1.0 9.0 9.0 0.0 0.0 6000.0 0.00 NaN 0 NaN 3 123937 7500 2013-12-26 Q4 2013 C4913555339098325E76ADC 193.32 386.6400 149.58 237.0600 -12.68 0.0 0.0 0.0 0.0 1.0 0 0 0.0 131
105029 95EF35973249134980B73DE 1094025 2013-12-18 NaN 36 Current NaT 0.21380 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 3.0 1 AZ Professional Employed 82.0 True False NaN 2014-02-14 680.0 699.0 1973-08-23 16.0 15.0 36.0 13 1429.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 45800.0 0.78 11992.0 31.0 1.00 0.0 0.37 $75,000-99,999 True 6750.000000 5F5F37072304399272A0FF1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132629 15000 2014-02-19 Q1 2014 8E793701485237081E0017D 539.66 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 105
105041 7F69360052769252710A8B4 1168637 2014-01-27 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 1 CA Sales - Commission Employed 4.0 False False NaN 2014-01-17 640.0 659.0 2004-02-03 6.0 6.0 10.0 4 155.0 2.0 16.0 0.0 0.0 1.0 0.0 0.0 6543.0 0.76 2057.0 10.0 0.80 1.0 0.12 $100,000+ True 10000.000000 88FE3705646760630BD4D9E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129904 10000 2014-01-30 Q1 2014 27113382729845308FB3E73 392.01 485.4511 347.71 137.7411 -6.03 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
105226 63883595580145392BDBDC9 1051319 2013-12-05 NaN 36 Current NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 2.0 1 TX Professional Employed 7.0 False False NaN 2013-12-05 640.0 659.0 1996-08-23 28.0 27.0 54.0 23 1912.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 64756.0 0.64 32727.0 50.0 1.00 1.0 0.34 $100,000+ True 10000.000000 49C73703612840187A0B4DD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125780 4000 2014-01-10 Q1 2014 DF7136995646930896A890C 171.10 167.7477 67.18 100.5677 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
105254 BC5F359463365800683F2AF 1012256 2013-11-12 NaN 60 Current NaT 0.31169 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 3.0 1 FL Other Employed 21.0 True False NaN 2013-12-13 700.0 719.0 2002-04-22 15.0 15.0 23.0 8 433.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 16169.0 0.98 199.0 19.0 1.00 0.0 0.44 $25,000-49,999 True 3636.666667 AA153702817197983AA304C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124339 4000 2013-12-30 Q4 2013 AFF6357951323284578F2A6 125.75 256.5000 70.80 185.7000 -6.52 0.0 0.0 0.0 0.0 1.0 0 0 0.0 48
105287 0FB03594033419037E3DEE3 979235 2013-10-30 NaN 36 Current NaT 0.26149 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 1.0 1 GA NaN Other 0.0 True False NaN 2013-12-03 660.0 679.0 1996-11-01 7.0 7.0 20.0 6 663.0 0.0 10.0 0.0 0.0 0.0 1.0 0.0 39128.0 0.99 286.0 18.0 0.94 0.0 0.19 $50,000-74,999 True 4166.666667 8E3C370051982577339FACD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121735 3000 2013-12-13 Q4 2013 3D0C369703596227104EF14 115.12 228.4030 117.45 110.9530 -5.05 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
105967 D5EE358957045669359567F 899894 2013-09-12 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 5.0 1 NC Other Employed 74.0 True False NaN 2013-09-12 660.0 679.0 1994-11-22 7.0 6.0 29.0 5 120.0 2.0 4.0 7.0 16067.0 15.0 0.0 0.0 3510.0 0.29 4461.0 21.0 0.65 1.0 0.11 $50,000-74,999 True 5750.000000 60753699398027803725BAF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118993 10000 2013-11-27 Q4 2013 E0153693164502643B37E95 352.56 1053.2416 659.85 393.3916 -24.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106141 10513595458161499429AF0 1029460 2013-12-06 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 5.0 1 CA Professional Self-employed 49.0 True False NaN 2014-02-01 760.0 779.0 1995-11-09 13.0 12.0 28.0 7 860.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 98561.0 0.80 23539.0 23.0 1.00 0.0 NaN $100,000+ False 12500.000000 C6E13705484803311E194A9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131785 12000 2014-02-11 Q1 2014 8785370083958212875BA38 395.08 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106211 8A4635865945723974789DE 879634 2013-08-24 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 7.0 1 OH Other Employed 108.0 True False NaN 2013-09-25 700.0 719.0 1998-03-03 13.0 10.0 32.0 7 981.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 41258.0 0.98 572.0 31.0 1.00 0.0 0.34 $75,000-99,999 True 7500.000000 DEE036949587538844A4FAB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105943 8300 2013-10-11 Q4 2013 95B335882432024756D00C1 223.84 890.6188 320.57 570.0488 -27.57 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106260 EBDE3594865480527E4FB1C 1009856 2013-11-11 NaN 60 Current NaT 0.17532 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 6.0 1 CA Other Employed 65.0 False False NaN 2013-11-11 700.0 719.0 1995-10-14 7.0 5.0 15.0 5 196.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 6010.0 0.51 4464.0 13.0 1.00 0.0 0.10 $50,000-74,999 True 4250.000000 C7C036987209627139ADAF8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110247 8500 2013-11-14 Q4 2013 0F8835867681544502F6846 203.11 609.3300 287.40 321.9300 -21.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 18
106320 8AB735869339432282B9927 879245 2013-08-24 NaN 60 Current NaT 0.17532 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 4.0 1 NV Executive Employed 41.0 True False NaN 2013-11-15 700.0 719.0 1998-04-24 13.0 13.0 20.0 10 804.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 25502.0 0.88 2939.0 20.0 1.00 0.0 0.18 $100,000+ True 10416.666667 2F393698343279742BBCA3E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111195 25000 2013-11-20 Q4 2013 FAEE35874573308639F932D 597.38 1792.1400 845.28 946.8600 -62.29 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
106346 CEA235905961642146713B9 903826 2013-09-17 NaN 60 Current NaT 0.15783 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 5.0 2 NJ Retail Management Employed 81.0 False False NaN 2013-10-27 760.0 779.0 2006-01-16 11.0 9.0 16.0 9 202.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 3091.0 0.19 9038.0 14.0 1.00 0.0 0.27 $25,000-49,999 True 3250.000000 7180369759551356468CFAE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108164 10000 2013-10-30 Q4 2013 C1DC3693812054962D1B4EC 230.05 916.5041 480.77 435.7341 -32.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106393 878B359300204294259D478 983041 2013-11-05 NaN 36 Current NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 1.0 1 NV Professional Employed 56.0 False False NaN 2013-12-02 660.0 679.0 1990-04-16 5.0 5.0 19.0 7 1037.0 0.0 5.0 0.0 0.0 35.0 0.0 0.0 5137.0 0.94 26.0 16.0 0.87 0.0 0.42 $25,000-49,999 True 2856.333333 EFCA3700193578256B59026 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121990 4000 2013-12-16 Q4 2013 86203697580244192E4B1AA 171.10 342.2000 136.10 206.1000 -6.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 10
106445 8A95359025265707590BA66 941374 2013-10-07 NaN 36 Current NaT 0.33215 0.2925 0.2825 0.25691 0.1475 0.10941 2.0 E 4.0 1 GA Other Employed 3.0 True False NaN 2013-10-07 640.0 659.0 1980-08-01 6.0 6.0 23.0 4 287.0 0.0 3.0 0.0 0.0 4.0 1.0 0.0 7714.0 0.96 236.0 22.0 0.63 1.0 0.46 $1-24,999 True 1416.666667 5C9836954443219487D1CE8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104976 4000 2013-10-10 Q4 2013 D5A036944517446286B05AD 168.17 669.4745 288.94 380.5345 -13.12 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106449 956F36010216190557AA088 1196181 2014-02-06 NaN 60 Current NaT 0.25590 0.2304 0.2204 0.20169 0.1125 0.08919 3.0 D 4.0 1 MI Civil Service Employed 89.0 False False NaN 2014-02-06 660.0 679.0 1995-11-02 10.0 10.0 26.0 9 426.0 0.0 2.0 0.0 0.0 7.0 1.0 0.0 13044.0 0.61 6317.0 24.0 0.91 2.0 0.25 $25,000-49,999 True 4000.000000 30293706157283408FC0D20 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130938 15000 2014-02-11 Q1 2014 62A33584124227723BA4DE4 423.20 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106532 8AD135929682283098BE01A 989166 2013-10-20 NaN 36 Current NaT 0.24205 0.2045 0.1945 0.17970 0.0899 0.08980 4.0 C 6.0 7 NY NaN Other 83.0 True False NaN 2013-10-20 740.0 759.0 1991-11-01 11.0 11.0 29.0 9 707.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 29219.0 0.69 12287.0 27.0 0.96 1.0 0.55 $25,000-49,999 True 3762.250000 3E4C3696373351279256EDD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107043 15000 2013-10-24 Q4 2013 579236966356204739B0177 560.90 2235.1959 1245.80 989.3959 -48.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106562 6D3C3604543939189ABE13E 1212242 2014-02-27 NaN 36 Current NaT 0.17138 0.1350 0.1250 0.11858 0.0499 0.06868 5.0 B 8.0 20 CA Scientist Employed 5.0 False False NaN 2014-02-27 660.0 679.0 1997-01-01 27.0 10.0 80.0 9 315.0 2.0 7.0 0.0 0.0 15.0 1.0 0.0 10570.0 0.77 2680.0 53.0 0.90 1.0 0.16 $100,000+ True 10416.666667 4C0C37083983213645A3F32 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135052 15000 2014-03-04 Q1 2014 C64E35492722409126BFD7C 509.03 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106602 D02A3595438441481FC02B7 1036020 2013-11-17 NaN 36 Current NaT 0.18990 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 7.0 1 NY Food Service Management Employed 78.0 False False NaN 2013-11-17 640.0 659.0 1984-01-31 6.0 6.0 38.0 4 237.0 1.0 7.0 0.0 0.0 45.0 2.0 0.0 7595.0 0.92 605.0 32.0 0.78 0.0 0.24 $75,000-99,999 True 6833.333333 0CD73704109582193384F34 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126693 20000 2014-01-17 Q1 2014 629536979051446435AEE92 696.74 696.7400 436.00 260.7400 -16.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106636 CF04359699699836972F750 1092866 2013-12-23 NaN 36 Current NaT 0.18633 0.1500 0.1400 0.13203 0.0574 0.07463 5.0 B 8.0 1 IN Other Employed 247.0 True False NaN 2014-02-02 700.0 719.0 1973-01-01 15.0 14.0 37.0 11 1454.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 63390.0 0.94 3775.0 34.0 1.00 0.0 0.45 $50,000-74,999 True 5083.333333 CD9D37045548822711158F6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131036 9000 2014-02-10 Q1 2014 F87A370153298257987861D 311.99 311.9900 208.43 103.5600 -6.90 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106910 7776360155207481620D8A9 1194914 2014-02-14 NaN 60 Current NaT 0.22165 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 1 LA NaN Other 109.0 True False NaN 2014-02-14 640.0 659.0 1997-05-01 5.0 5.0 17.0 4 147.0 0.0 1.0 1.0 0.0 1.0 1.0 0.0 5357.0 0.99 36.0 13.0 0.84 0.0 0.18 $25,000-49,999 True 2200.000000 E3B1370775098795402E493 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134560 4000 2014-02-28 Q1 2014 6E4637066046618008B4533 105.31 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
106959 D8EC3593866610880977F75 996641 2013-11-04 NaN 60 Current NaT 0.17685 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 7.0 1 TX Other Employed 26.0 True False NaN 2013-11-04 720.0 739.0 2006-01-18 11.0 11.0 39.0 9 319.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 9931.0 0.45 9957.0 19.0 1.00 0.0 0.39 $50,000-74,999 True 4583.333333 1CC83702499771295759960 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125885 7000 2014-01-10 Q1 2014 ACE136984109131701CB12B 167.82 164.8762 76.56 88.3162 -5.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107056 F4AC359114756965052BEAB 980406 2013-10-15 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 GA Other Employed 89.0 True False NaN 2013-11-15 720.0 739.0 1993-09-15 9.0 9.0 16.0 2 171.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 4331.0 0.98 69.0 16.0 0.93 0.0 0.36 $50,000-74,999 True 4583.333333 E607370019569122303F4F5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119037 10000 2013-12-04 Q4 2013 70C2369519380469268AE4A 337.61 1009.2300 695.93 313.3000 -24.11 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107097 D2DB359427770542644A036 1024431 2013-11-06 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 1.0 14 OR Nurse's Aide Employed 270.0 True False NaN 2013-12-17 660.0 679.0 1986-10-21 7.0 7.0 19.0 4 126.0 0.0 7.0 0.0 0.0 0.0 1.0 0.0 3883.0 0.96 77.0 19.0 0.94 1.0 0.17 $25,000-49,999 True 3750.000000 2D7837029240234581B74DA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124272 10000 2014-01-06 Q1 2014 6CFC35057831856427F6979 252.03 504.0600 220.15 283.9100 -16.08 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107162 C58F3599910678266283637 1159061 2014-01-24 NaN 36 Current NaT 0.12626 0.0980 0.0880 0.08522 0.0274 0.05782 6.0 A 7.0 1 AZ Other Employed 389.0 True False NaN 2014-02-25 680.0 699.0 1988-02-01 9.0 9.0 26.0 8 836.0 0.0 4.0 0.0 0.0 2.0 0.0 0.0 32295.0 0.60 21792.0 26.0 0.96 0.0 0.29 $50,000-74,999 True 5166.666667 4BC53707391265365BC0FA0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135532 20000 2014-03-06 Q1 2014 53383705227044511A9CA28 643.47 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107370 732835915907576731DAEA9 949677 2013-10-02 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 5.0 20 WA Executive Employed 43.0 False False NaN 2013-10-02 660.0 679.0 2002-11-05 8.0 8.0 35.0 10 617.0 2.0 11.0 0.0 0.0 6.0 1.0 0.0 11654.0 0.70 4279.0 35.0 0.77 0.0 0.16 $75,000-99,999 True 7500.000000 66E13698318599490CDBF83 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112312 15000 2013-11-20 Q4 2013 DDF03695411340634EF77AD 539.28 1610.6071 966.83 643.7771 -36.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107540 985D3591956450163B1F0FD 970092 2013-10-11 NaN 60 Current NaT 0.17174 0.1485 0.1385 0.13144 0.0499 0.08154 5.0 B 7.0 1 IL Student - College Senior Employed 33.0 False False NaN 2013-10-11 680.0 699.0 2006-08-29 6.0 5.0 38.0 5 167.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 4203.0 0.82 897.0 9.0 1.00 0.0 0.23 $1-24,999 True 1666.666667 B09C3696336073191E8A01F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106128 4000 2013-10-18 Q4 2013 54573694877752447F9795F 94.85 377.7726 182.64 195.1326 -13.25 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107640 F20F3591144203154D87489 923110 2013-09-25 NaN 36 Current NaT 0.10038 0.0869 0.0769 0.07506 0.0199 0.05516 7.0 AA 9.0 1 OH Other Employed 279.0 True False NaN 2013-11-11 740.0 759.0 1990-10-23 13.0 12.0 32.0 9 545.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 21634.0 0.47 19242.0 29.0 1.00 0.0 0.30 $50,000-74,999 True 5416.666667 0B783699370701830892E70 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112180 15000 2013-11-20 Q4 2013 5CAC369413330607685D86B 474.83 1424.4900 1104.07 320.4200 -36.88 0.0 0.0 0.0 0.0 1.0 0 0 0.0 139
107710 21C43602368664016E765BC 1159834 2014-02-12 NaN 36 Current NaT 0.17649 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 3.0 1 IL Administrative Assistant Employed 0.0 False False NaN 2014-02-12 700.0 719.0 2004-03-26 6.0 5.0 13.0 4 250.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 11692.0 0.97 296.0 8.0 1.00 1.0 0.26 $25,000-49,999 True 2500.000000 60A0370633290807005195B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132877 4000 2014-02-19 Q1 2014 C751370573806414677BAF5 136.71 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107908 1F3035892667656432B055F 924418 2013-09-27 NaN 36 Current NaT 0.18837 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 6.0 1 CA Medical Technician Employed 117.0 False False NaN 2013-09-27 760.0 779.0 2000-01-10 23.0 20.0 42.0 19 529.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 7620.0 0.13 47657.0 36.0 1.00 2.0 0.35 $50,000-74,999 True 4375.000000 B8CE369445959390360A655 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104536 10000 2013-10-03 Q4 2013 913834074777608081F7960 347.63 1733.9856 1136.86 597.1256 -39.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
107922 D6783591342519942FF2265 949840 2013-10-16 NaN 60 Current NaT 0.17532 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 6.0 7 FL Pharmacist Employed 21.0 True False NaN 2013-10-16 720.0 739.0 1997-04-07 8.0 8.0 16.0 6 688.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 34338.0 0.84 5496.0 14.0 1.00 1.0 0.20 $100,000+ True 8995.000000 0A613695691276289659A0E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107054 20000 2013-10-22 Q4 2013 93403696418954905365320 477.90 1911.6000 904.45 1007.1500 -66.26 0.0 0.0 0.0 0.0 1.0 0 0 0.0 115
107966 D99C36001674060525CC39F 1125929 2014-01-11 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 5.0 1 WI NaN Other 0.0 False False NaN 2014-01-11 640.0 659.0 1988-09-01 7.0 7.0 25.0 7 179.0 0.0 4.0 0.0 0.0 52.0 1.0 0.0 3129.0 0.68 1421.0 20.0 0.35 0.0 0.26 $1-24,999 True 1250.000000 B6CD370497130900166D3BE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128646 4000 2014-01-28 Q1 2014 A0943703218832770E3EF52 140.33 138.5930 86.48 52.1130 -3.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108013 650235898277231701B461E 929393 2013-09-24 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 6.0 1 CA Sales - Commission Employed 46.0 False False NaN 2013-11-07 660.0 679.0 1996-04-23 6.0 6.0 23.0 6 171.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 4106.0 0.73 1213.0 22.0 0.81 1.0 0.23 $25,000-49,999 True 2250.000000 B4203698190020469B38D52 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 112135 4000 2013-11-20 Q4 2013 369F36931589737670E42AF 141.02 421.2847 263.34 157.9447 -9.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108029 1FB43597919353196BBAEE5 1091627 2013-12-23 NaN 60 Current NaT 0.15844 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 8.0 1 CA Professional Employed 49.0 True False NaN 2013-12-23 720.0 739.0 2001-08-23 11.0 10.0 21.0 7 495.0 0.0 11.0 0.0 0.0 0.0 0.0 0.0 24918.0 0.67 11182.0 20.0 1.00 1.0 0.28 $75,000-99,999 True 6666.666667 4E063702135290287B77243 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124135 25000 2013-12-27 Q4 2013 B4E837020574996081ED01D 575.89 1151.7800 579.68 572.1000 -42.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 459
108147 CC9235946356064325FB8B6 1021028 2013-11-16 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 2 TX Police Officer/Correction Officer Employed 256.0 False True NaN 2014-02-04 700.0 719.0 1990-05-01 35.0 34.0 87.0 37 1049.0 6.0 20.0 0.0 0.0 0.0 0.0 0.0 23711.0 0.36 38411.0 78.0 0.97 5.0 0.28 $75,000-99,999 True 7916.666667 A27837048154706226963B8 2.0 25.0 25.0 0.0 0.0 26550.0 4746.70 NaN 0 NaN 1 130535 21000 2014-02-06 Q1 2014 0F2C3373614712348E43A5A 552.87 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 119
108438 D3503595119656480D58B3E 1034667 2013-11-13 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 10.0 1 CA Accountant/CPA Employed 92.0 False False NaN 2013-12-30 640.0 659.0 1998-01-02 9.0 7.0 14.0 7 480.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 12760.0 0.79 3349.0 13.0 0.92 0.0 0.27 $50,000-74,999 True 4333.333333 04033703616691145C2DB9F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125213 15000 2014-01-07 Q1 2014 853F3697939678725D12B62 517.41 517.4100 330.77 186.6400 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 31
108446 67823591978873861170B6E 976026 2013-10-13 NaN 36 Current NaT 0.26917 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 4.0 1 AL Police Officer/Correction Officer Employed 24.0 False False NaN 2013-11-06 660.0 679.0 1995-06-27 11.0 9.0 45.0 9 252.0 0.0 0.0 0.0 0.0 11.0 1.0 0.0 6376.0 0.80 736.0 39.0 0.75 2.0 0.23 $25,000-49,999 True 3750.000000 704336974924214347933C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110330 10000 2013-11-13 Q4 2013 D9473694282389385E562B8 387.62 1162.8600 592.21 570.6500 -24.71 0.0 0.0 0.0 0.0 1.0 0 0 0.0 18
108515 71B13597216464187EF6AA3 1056808 2013-12-18 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 8.0 2 MS Teacher Employed 196.0 True False NaN 2013-12-18 720.0 739.0 1986-06-01 10.0 8.0 36.0 3 247.0 0.0 2.0 0.0 0.0 5.0 0.0 0.0 4521.0 0.61 1014.0 32.0 0.78 0.0 0.20 $75,000-99,999 True 7300.000000 FD673702553720956C834F4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124138 7500 2013-12-27 Q4 2013 8F563701013741804C662E8 246.93 491.5196 350.44 141.0796 -12.59 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108582 5CCA36008137865618EA525 1140825 2014-01-15 NaN 36 Current NaT 0.09065 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 10.0 3 VA Other Employed 104.0 False False NaN 2014-02-27 760.0 779.0 1994-04-14 7.0 7.0 16.0 7 157.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4275.0 0.10 36525.0 15.0 1.00 1.0 0.10 $100,000+ True 8333.333333 175F37068364407660608ED NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134746 5000 2014-03-03 Q1 2014 36AA3704521068199286B4E 155.97 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108583 5CCD3594384243458560F94 1004014 2013-11-19 NaN 60 Current NaT 0.15844 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 8.0 1 LA Professional Employed 379.0 True False NaN 2013-12-09 680.0 699.0 1999-05-21 11.0 10.0 23.0 9 420.0 5.0 13.0 0.0 0.0 0.0 0.0 0.0 12930.0 0.92 761.0 22.0 1.00 1.0 0.11 $75,000-99,999 True 7958.333333 4B333702077301682C63214 1.0 8.0 8.0 0.0 0.0 4000.0 0.00 NaN 0 NaN 3 123224 11500 2013-12-24 Q4 2013 7E8235645518410711C032C 264.91 525.5508 269.42 256.1308 -19.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108667 21763591906636223CDFC55 960183 2013-10-04 NaN 60 Current NaT 0.14249 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 5.0 6 CT Other Employed 8.0 True False NaN 2013-11-11 720.0 739.0 2002-08-19 18.0 16.0 30.0 9 407.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 14785.0 0.98 207.0 27.0 1.00 2.0 0.24 $75,000-99,999 True 7500.000000 6FEC3700830276163FE1E42 2.0 38.0 38.0 0.0 0.0 3000.0 0.01 NaN 0 NaN 3 122774 16000 2013-12-20 Q4 2013 7CEB3467810498971F4B104 355.83 706.4041 387.76 318.6441 -27.02 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108705 AB113591169921900C37653 925275 2013-09-25 NaN 36 Current NaT 0.20626 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 7.0 1 OR Computer Programmer Employed 187.0 False False NaN 2013-09-25 640.0 659.0 1999-03-22 13.0 13.0 26.0 11 365.0 0.0 3.0 0.0 0.0 18.0 1.0 0.0 10536.0 0.96 260.0 22.0 0.90 0.0 0.26 $50,000-74,999 True 4166.666667 535336950098214607E1456 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103242 15000 2013-09-30 Q3 2013 0497369400168812704562D 534.42 2665.1342 1696.11 969.0242 -57.57 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108709 9FB83590878297248037B3B 941303 2013-10-06 NaN 36 Current NaT 0.18990 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 6.0 1 NY Executive Employed 46.0 False False NaN 2013-11-16 700.0 719.0 1981-04-01 13.0 12.0 25.0 10 1083.0 5.0 6.0 0.0 0.0 0.0 0.0 0.0 39678.0 0.49 39239.0 25.0 1.00 3.0 0.13 $100,000+ True 20833.333333 5E7336988794737358B5237 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 118980 20000 2013-12-04 Q4 2013 4A123586397643488AC7A3B 696.74 2081.8090 1349.25 732.5590 -48.28 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108721 EF043598672955948E7AC81 1090829 2013-12-22 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 6.0 1 LA Engineer - Mechanical Employed 46.0 False False NaN 2013-12-22 680.0 699.0 2006-04-24 10.0 10.0 13.0 7 217.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 7765.0 0.34 9735.0 12.0 1.00 1.0 0.18 $100,000+ True 9583.333333 25043702491563516AF3BE8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124669 8000 2014-01-02 Q1 2014 16433547604193214234783 204.89 405.7471 172.97 232.7771 -12.87 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108881 247C359317783920095EF66 1000151 2013-11-07 NaN 60 Current NaT 0.17174 0.1485 0.1385 0.13144 0.0499 0.08154 5.0 B 7.0 1 MI NaN Other 0.0 True False NaN 2013-11-07 680.0 699.0 1986-06-20 12.0 11.0 24.0 9 411.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 12134.0 0.61 5278.0 23.0 0.95 0.0 0.27 $25,000-49,999 True 2833.333333 D3D33698031139686503833 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110186 10000 2013-11-13 Q4 2013 2A3636965769979423041DA 237.11 944.3715 540.15 404.2215 -27.49 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
108947 A04B35973717933378D5D98 1088912 2013-12-21 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 5.0 1 NY Computer Programmer Employed 55.0 False False NaN 2013-12-21 700.0 719.0 2005-09-28 7.0 7.0 13.0 2 247.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 10044.0 0.96 406.0 10.0 1.00 0.0 0.30 $25,000-49,999 True 3333.333333 FC4A370199231890486BD9B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124708 10000 2014-01-02 Q1 2014 FF44370184791923929CB11 327.34 651.6690 479.01 172.6590 -15.98 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109038 5DFC3594413275090D3877A 998446 2013-11-15 NaN 60 Current NaT 0.26333 0.2379 0.2279 0.20859 0.1125 0.09609 3.0 D 3.0 1 LA Teacher Employed 123.0 False False NaN 2013-11-15 640.0 659.0 1995-04-27 5.0 5.0 41.0 6 297.0 5.0 6.0 11.0 0.0 44.0 1.0 0.0 7203.0 0.17 27326.0 31.0 0.64 0.0 0.24 $50,000-74,999 True 4583.333333 83A736982246727878F705A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111533 6000 2013-11-20 Q4 2013 15333586027763932FBE201 171.88 511.7293 159.11 352.6193 -14.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109056 AC77359013480488326AE49 930906 2013-09-26 NaN 60 Current NaT 0.19323 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 6.0 1 IL Principal Employed 99.0 False False NaN 2013-11-11 680.0 699.0 1995-01-06 15.0 14.0 31.0 11 770.0 0.0 1.0 1.0 0.0 1.0 0.0 0.0 28335.0 0.89 2964.0 29.0 0.86 0.0 0.39 $50,000-74,999 True 5250.000000 ABE33698439459418AB6EA0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111349 15000 2013-11-14 Q4 2013 EDB636931094507517DEACA 372.39 1110.2042 483.31 626.8942 -37.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109059 AC873602499839582D346EB 1193964 2014-02-06 NaN 36 Current NaT 0.34588 0.3059 0.2959 0.26913 0.1625 0.10663 1.0 HR 2.0 1 NJ Realtor Employed 61.0 False False NaN 2014-02-01 660.0 679.0 2003-12-16 10.0 9.0 23.0 8 890.0 2.0 11.0 0.0 0.0 0.0 0.0 0.0 34379.0 0.97 962.0 23.0 1.00 1.0 0.35 $25,000-49,999 True 3800.000000 C320370672844298400A173 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131136 4000 2014-02-12 Q1 2014 1EEC3515430780322706557 171.10 176.7477 113.05 63.6977 -2.19 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109067 73133591831097269ABED15 943141 2013-10-08 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 8.0 1 PA Food Service Management Employed 102.0 True False NaN 2013-11-07 700.0 719.0 2000-07-20 6.0 6.0 26.0 3 126.0 1.0 5.0 0.0 0.0 16.0 0.0 0.0 4144.0 0.34 7706.0 24.0 0.79 0.0 0.27 $25,000-49,999 True 3900.000000 552D3697812282740369CC7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110659 15000 2013-11-12 Q4 2013 9D633694311342050F6E541 360.80 1076.0301 503.02 573.0101 -37.38 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109074 22813584531824926A3F46C 852758 2013-07-27 NaN 60 Current NaT 0.19681 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 10.0 2 IL Food Service Management Employed 418.0 False False NaN 2013-09-25 680.0 699.0 1987-06-30 11.0 9.0 25.0 7 197.0 0.0 3.0 2.0 17761.0 30.0 0.0 0.0 4864.0 0.47 2041.0 21.0 0.80 2.0 0.22 $50,000-74,999 True 5654.000000 ED5D36939032151328709D4 1.0 15.0 15.0 0.0 0.0 2500.0 1648.46 NaN 0 NaN 6 102747 15500 2013-09-26 Q3 2013 71D63548380536935B79034 387.72 1938.6000 838.92 1099.6800 -63.57 0.0 0.0 0.0 0.0 1.0 0 0 0.0 69
109161 55843594971430015B75AE8 1031589 2013-11-11 NaN 36 Current NaT 0.15324 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 10.0 1 IN Other Employed 78.0 True False NaN 2013-11-11 640.0 659.0 2002-08-21 7.0 7.0 16.0 5 549.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 26722.0 0.96 795.0 15.0 0.93 1.0 0.13 $100,000+ True 8500.000000 A10D36984845345266988B4 2.0 24.0 24.0 0.0 0.0 16000.0 0.00 NaN 0 NaN 4 112156 3000 2013-11-20 Q4 2013 AFE23500047839004EFB092 100.35 300.0234 208.81 91.2134 -7.39 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109319 AE0F3591842515572D7E287 967122 2013-10-09 NaN 60 Current NaT 0.18555 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 1.0 1 CA Other Employed 32.0 False False NaN 2013-10-09 660.0 679.0 2003-03-08 13.0 13.0 32.0 6 253.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 7769.0 0.99 84.0 17.0 0.76 0.0 0.22 $50,000-74,999 True 5833.333333 BF943694905810363E62D54 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106331 10000 2013-10-16 Q4 2013 CA5C3695691047206A8A332 244.24 972.5216 440.01 532.5116 -33.14 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109494 2753359648458724518088B 1080320 2013-12-15 NaN 36 Current NaT 0.22147 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 4.0 1 CO Social Worker Employed 82.0 False False NaN 2014-02-13 640.0 659.0 1995-10-12 5.0 5.0 34.0 5 194.0 0.0 0.0 0.0 0.0 65.0 1.0 0.0 5177.0 0.56 3922.0 29.0 0.70 0.0 0.13 $25,000-49,999 True 2833.333333 DC8E3706359693613320490 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133047 5000 2014-02-26 Q1 2014 B67E3693891993203F634CD 181.77 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 13
109561 A24F3589249210508321E47 897290 2013-09-12 NaN 60 Current NaT 0.18197 0.1585 0.1485 0.14008 0.0574 0.08268 5.0 B 7.0 1 TX Administrative Assistant Employed 82.0 False False NaN 2013-10-25 680.0 699.0 1984-11-01 6.0 6.0 29.0 7 227.0 0.0 4.0 0.0 0.0 36.0 1.0 0.0 5084.0 0.31 9881.0 26.0 0.65 0.0 0.19 $25,000-49,999 True 3416.666667 9FA4369883134667449D9C2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111318 6000 2013-11-22 Q4 2013 27A83692524716226E47579 145.43 433.6845 199.29 234.3945 -14.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109591 AE2B359717506049941FC22 1078902 2013-12-10 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 6.0 1 NY Administrative Assistant Employed 42.0 False False NaN 2014-01-18 680.0 699.0 2003-10-13 8.0 6.0 26.0 6 305.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 9321.0 0.75 2328.0 21.0 1.00 0.0 0.12 $50,000-74,999 True 5000.000000 5A3F3704131165742CFB654 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129236 9000 2014-01-29 Q1 2014 FA463578543732289346D60 303.85 303.8500 206.65 97.2000 -7.40 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
109674 E83D359086123254712F0DD 927999 2013-09-26 NaN 36 Current NaT 0.23898 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 3.0 1 OR Other Self-employed 30.0 True False NaN 2013-09-24 740.0 759.0 1997-06-13 15.0 15.0 26.0 15 706.0 2.0 11.0 0.0 0.0 0.0 0.0 0.0 9602.0 0.28 24145.0 25.0 1.00 1.0 NaN $25,000-49,999 False 3416.666667 CB0C36953702047372661C9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103853 10000 2013-10-01 Q4 2013 586236946263300291E3998 372.40 1862.0000 1062.23 799.7700 -39.68 0.0 0.0 0.0 0.0 1.0 0 0 0.0 113
109675 77D035891811793232B8AD1 900792 2013-09-11 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 4.0 1 FL Food Service Employed 17.0 False False NaN 2013-09-11 700.0 719.0 2008-07-15 7.0 7.0 9.0 6 248.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 7754.0 0.43 10046.0 8.0 1.00 1.0 0.31 $25,000-49,999 True 2333.333333 3D083694394410113AF50E7 1.0 2.0 2.0 0.0 0.0 4000.0 0.00 NaN 0 NaN 5 104095 4000 2013-10-01 Q4 2013 3EB135809836393383F75E3 143.81 719.0500 458.85 260.2000 -14.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 8
109950 F8B63602638692201E48A12 1177661 2014-02-03 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 2.0 1 MN NaN Other 69.0 False False NaN 2014-01-30 700.0 719.0 1997-12-04 11.0 9.0 18.0 8 244.0 2.0 5.0 0.0 0.0 3.0 1.0 0.0 3932.0 0.15 17043.0 15.0 0.86 0.0 0.26 $25,000-49,999 True 3000.000000 5D463706577381028D227CB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130881 7500 2014-02-11 Q1 2014 51913705343598682656AAA 266.84 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 44
110037 7C5A359032374149183CB81 931671 2013-09-26 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 8.0 15 NC Clerical Employed 55.0 False False NaN 2013-09-26 680.0 699.0 1998-11-02 16.0 12.0 50.0 11 318.0 2.0 12.0 1.0 24476.0 3.0 0.0 0.0 2529.0 0.16 13271.0 46.0 0.95 0.0 0.10 $50,000-74,999 True 5833.333333 46E036944743725844D72F6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105925 5500 2013-10-11 Q4 2013 5D7236934475218205E5D50 182.65 730.6000 516.16 214.4400 -17.88 0.0 0.0 0.0 0.0 1.0 0 0 0.0 93
110084 B16B36002917519592B0A7F 1130881 2014-01-25 NaN 60 Current NaT 0.21345 0.1890 0.1790 0.16554 0.0874 0.07814 4.0 C 5.0 1 MD Sales - Commission Employed 49.0 False False NaN 2014-02-28 720.0 739.0 1994-09-01 14.0 12.0 26.0 10 956.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 29058.0 0.58 19772.0 24.0 1.00 1.0 0.43 $50,000-74,999 True 6083.333333 64C837073757076424EC37D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135172 15000 2014-03-05 Q1 2014 B6B637038565584676E852B 388.28 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110171 28723594014506898241491 973282 2013-11-01 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 3.0 1 FL Realtor Self-employed 94.0 True False NaN 2013-11-01 660.0 679.0 1972-03-01 16.0 15.0 28.0 12 556.0 1.0 10.0 1.0 0.0 0.0 0.0 0.0 22273.0 0.67 7085.0 25.0 0.96 1.0 NaN $50,000-74,999 False 4583.333333 63E43699291270605173D90 1.0 20.0 20.0 0.0 0.0 2000.0 0.00 NaN 0 NaN 4 111598 15000 2013-11-15 Q4 2013 BFB23538817258430189FA8 555.93 1791.8630 1165.49 626.3730 -32.04 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110179 261135949089756706169C0 985579 2013-11-08 NaN 36 Current NaT 0.33215 0.2925 0.2825 0.25691 0.1475 0.10941 2.0 E 6.0 7 NY Other Employed 224.0 True False NaN 2013-11-08 640.0 659.0 1996-11-01 14.0 14.0 19.0 12 610.0 0.0 20.0 0.0 0.0 0.0 3.0 0.0 13230.0 0.45 5786.0 18.0 1.00 0.0 0.17 $50,000-74,999 True 4458.333333 05B536976166255859F75C4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110363 4000 2013-11-13 Q4 2013 6ED73697571306339DF7B7E 168.17 504.5100 214.94 289.5700 -9.91 0.0 0.0 0.0 0.0 1.0 0 0 0.0 8
110185 262B359008715750187E76A 905260 2013-09-17 NaN 60 Current NaT 0.20398 0.1800 0.1700 0.15867 0.0724 0.08627 4.0 C 9.0 1 MA Other Employed 59.0 False False NaN 2013-09-17 740.0 759.0 2006-09-09 9.0 8.0 15.0 7 177.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1736.0 0.14 8745.0 13.0 0.92 0.0 0.46 $25,000-49,999 True 3750.000000 65703693771444057F60950 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102828 10000 2013-09-26 Q3 2013 419936922254699864E464A 253.93 1269.6500 531.16 738.4900 -41.02 0.0 0.0 0.0 0.0 1.0 0 0 0.0 151
110223 25593600569365583ECE92D 1142120 2014-01-17 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 6.0 1 RI Waiter/Waitress Employed 44.0 False False NaN 2014-01-17 700.0 719.0 1996-04-01 17.0 17.0 32.0 17 934.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 39406.0 0.53 30408.0 29.0 1.00 1.0 0.43 $50,000-74,999 True 4166.666667 2AF237045052065224248A3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129896 15000 2014-01-31 Q1 2014 66CC370363809758089DE41 503.53 498.2944 356.93 141.3644 -11.51 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110390 915B3587469694068D2084D 884862 2013-09-01 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 6.0 1 WA Tradesman - Mechanic Employed 65.0 True False NaN 2013-09-01 780.0 799.0 1998-09-28 17.0 17.0 29.0 8 816.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 5853.0 0.26 8452.0 22.0 1.00 0.0 0.32 $75,000-99,999 True 7083.333333 60AA3693230985036ED1DD1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102593 15000 2013-09-24 Q3 2013 24743588506565796F46E57 358.35 1791.7500 858.55 933.2000 -61.43 0.0 0.0 0.0 0.0 1.0 0 0 0.0 64
110394 8474358854651984137201C 892845 2013-09-08 NaN 60 Current NaT 0.20321 0.1790 0.1690 0.15695 0.0799 0.07705 4.0 C 3.0 1 NY Tradesman - Mechanic Employed 271.0 False False NaN 2014-02-09 680.0 699.0 1989-05-01 15.0 15.0 20.0 14 987.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 40414.0 0.58 24078.0 19.0 1.00 1.0 0.24 $75,000-99,999 True 6666.666667 E6FB37073953690388BC56D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 133965 8500 2014-03-03 Q1 2014 0F0C35762146892131F3BB4 215.38 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110444 84DF3592114918867D34EF6 960170 2013-10-17 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 3.0 1 IL Executive Self-employed 52.0 False False NaN 2013-10-01 680.0 699.0 1981-05-14 7.0 7.0 14.0 6 632.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 27148.0 0.98 502.0 12.0 1.00 0.0 NaN $100,000+ False 9166.666667 10A83696071838735E65593 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107389 15000 2013-10-21 Q4 2013 9B783694175812275257FCA 555.93 2215.5830 1257.91 957.6730 -48.78 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110458 F7CC359803095948987D76A 1116581 2014-01-04 NaN 36 Current NaT 0.07922 0.0659 0.0559 0.05501 0.0124 0.04261 7.0 AA 11.0 1 OH Nurse (RN) Employed 70.0 False False NaN 2014-02-05 780.0 799.0 1992-01-21 16.0 16.0 29.0 14 354.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 7298.0 0.10 54690.0 28.0 1.00 0.0 0.21 $75,000-99,999 True 7500.000000 3C563705147043650EDF07D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131525 6500 2014-02-12 Q1 2014 5E29370220085171805B927 199.48 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 112
110523 85B8359189827433103090E 959620 2013-10-25 NaN 36 Current NaT 0.11563 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 8.0 1 MA Professional Employed 227.0 True False NaN 2014-01-09 740.0 759.0 1995-01-22 14.0 13.0 30.0 10 285.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 11155.0 0.31 23801.0 29.0 1.00 2.0 0.23 $75,000-99,999 True 7500.000000 F0373702391273103C1CACF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125999 13000 2014-01-13 Q1 2014 08623587348596410853DFB 412.13 408.9993 315.08 93.9193 -11.04 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110587 EC333591528221434B06A7C 935518 2013-10-03 NaN 36 Current NaT 0.32436 0.2849 0.2749 0.24998 0.1425 0.10748 2.0 E 4.0 1 LA Computer Programmer Employed 43.0 False False NaN 2013-10-03 680.0 699.0 2002-03-07 5.0 5.0 14.0 4 138.0 1.0 5.0 0.0 0.0 1.0 0.0 0.0 1796.0 0.37 1535.0 11.0 0.66 0.0 0.37 $1-24,999 True 1833.333333 2DCA3695734609163F0625A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106987 4000 2013-10-18 Q4 2013 3A393694317987771C75178 166.52 662.9578 292.43 370.5278 -13.11 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
110594 2C6B3597605031395BB6657 1090758 2013-12-17 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 10.0 1 CA Food Service Management Employed 16.0 False False NaN 2013-12-17 660.0 679.0 1993-08-03 16.0 15.0 58.0 14 585.0 0.0 2.0 0.0 0.0 1.0 0.0 0.0 18390.0 0.45 17041.0 50.0 0.98 0.0 0.20 $75,000-99,999 True 6250.000000 13223702089754068F8868D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122651 12600 2013-12-20 Q4 2013 89693700845248809A25793 417.84 831.5755 584.14 247.4355 -21.15 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111191 E96935954881487190BF84E 994090 2013-11-15 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 9.0 1 DC Attorney Employed 172.0 True False NaN 2014-01-04 700.0 719.0 1987-08-31 21.0 21.0 32.0 17 1364.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 54549.0 0.75 16871.0 30.0 1.00 1.0 0.32 $100,000+ True 12500.000000 D2563702321170444BBF794 2.0 31.0 31.0 0.0 0.0 16000.0 1530.01 NaN 0 NaN 2 125469 15000 2014-01-13 Q1 2014 7272354549989021715D1F4 497.43 497.4300 345.95 151.4800 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111334 90FA3596540070897037E24 1051425 2013-11-26 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 NY Tradesman - Mechanic Employed 47.0 True False NaN 2013-11-26 700.0 719.0 2002-03-18 26.0 24.0 40.0 22 806.0 1.0 6.0 0.0 0.0 0.0 1.0 0.0 26108.0 0.33 45535.0 38.0 1.00 1.0 0.48 $50,000-74,999 True 4246.666667 845F370038237830629E155 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121957 15000 2013-12-16 Q4 2013 C2743699508516583BEA7C6 555.16 1102.2241 613.47 488.7541 -25.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111520 91C535951829778912FC637 1009196 2013-11-11 NaN 60 Current NaT 0.21115 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 5.0 2 NJ Sales - Commission Employed 174.0 True False NaN 2013-11-11 680.0 699.0 1993-05-01 15.0 11.0 28.0 8 176.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 16492.0 0.96 589.0 28.0 1.00 3.0 0.10 $100,000+ True 16628.500000 7FE43698637156560C07CBB 1.0 2.0 2.0 0.0 0.0 6500.0 0.00 NaN 0 NaN 4 110532 15000 2013-11-15 Q4 2013 BE7335854004407146BA46A 386.64 1159.9200 460.26 699.6600 -37.42 0.0 0.0 0.0 0.0 1.0 0 0 0.0 2
111708 7D763589580628208BDA5E7 905371 2013-09-17 NaN 36 Current NaT 0.18020 0.1440 0.1340 0.12744 0.0474 0.08004 5.0 B 7.0 1 NY Analyst Employed 75.0 False False NaN 2013-11-11 700.0 719.0 2006-02-23 5.0 5.0 21.0 4 681.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 24454.0 0.86 3124.0 9.0 1.00 0.0 1.06 $1-24,999 True 1666.666667 6A913697702605927815712 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110043 20000 2013-11-13 Q4 2013 C27D35902168694992B3C9F 687.44 2054.4296 1305.58 748.8496 -52.56 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111798 2C9335960241892503011F7 1049386 2013-12-11 NaN 60 Current NaT 0.13636 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 9.0 18 NJ Professional Employed 1.0 True False NaN 2014-02-02 760.0 779.0 1993-11-18 15.0 15.0 49.0 14 442.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 11873.0 0.18 47239.0 44.0 0.93 1.0 0.26 $75,000-99,999 True 8083.333333 3B813706553390098118DE7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131555 20000 2014-02-12 Q1 2014 C7F2370019495528564D210 438.75 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111810 D2E33595862829977249F5F 1065219 2013-12-02 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 4.0 1 NY Social Worker Employed 27.0 False False NaN 2013-12-02 660.0 679.0 1990-01-10 6.0 6.0 40.0 4 247.0 0.0 1.0 0.0 0.0 23.0 1.0 0.0 8131.0 0.79 1992.0 31.0 0.77 0.0 0.25 $75,000-99,999 True 6250.000000 5BD537007417906858123A8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120848 9500 2013-12-11 Q4 2013 C0673699500629498F3763E 334.93 665.6436 411.25 254.3936 -15.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111815 2CAE3599816069543EC2541 1128831 2014-01-08 NaN 60 Current NaT 0.20833 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 6.0 1 MA Executive Employed 15.0 False False NaN 2014-02-11 680.0 699.0 2000-07-27 13.0 11.0 33.0 9 487.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 16159.0 0.57 10797.0 32.0 0.96 1.0 0.23 $50,000-74,999 True 5416.666667 938E37055912851263BF9C6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131927 13000 2014-02-14 Q1 2014 30BD3702676437533511B55 332.95 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111839 2AB8359616126680323CA29 1048512 2013-11-25 NaN 60 Current NaT 0.16969 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 8.0 1 CA Medical Technician Employed 72.0 True False NaN 2013-11-25 660.0 679.0 1992-03-11 7.0 7.0 14.0 6 204.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 4449.0 0.65 1762.0 13.0 1.00 1.0 0.11 $75,000-99,999 True 6250.000000 40D137001998972088D6BDD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120375 20000 2013-12-11 Q4 2013 E815369854127690844A991 472.13 944.2600 449.34 494.9200 -33.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111850 85B8359189827433103090E 959620 2013-10-25 NaN 36 Current NaT 0.11563 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 4.0 1 MA Professional Employed 227.0 True False NaN 2014-01-09 740.0 759.0 1995-01-22 14.0 13.0 30.0 10 285.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 11155.0 0.31 23801.0 29.0 1.00 2.0 0.23 $75,000-99,999 True 7500.000000 F0373702391273103C1CACF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125999 13000 2014-01-13 Q1 2014 08623587348596410853DFB 412.13 408.9993 315.08 93.9193 -11.04 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111860 D4DE35939392928454F5C56 996931 2013-11-15 NaN 36 Current NaT 0.20933 0.1725 0.1625 0.15163 0.0724 0.07923 4.0 C 1.0 2 PA Professional Employed 57.0 False False NaN 2013-11-15 680.0 699.0 1996-02-23 6.0 6.0 32.0 3 129.0 1.0 8.0 0.0 0.0 15.0 1.0 0.0 3759.0 0.43 4891.0 31.0 0.74 1.0 0.41 $50,000-74,999 True 5358.166667 4FE03701145495540C580EE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121640 12500 2013-12-16 Q4 2013 CD8636927309423783126AA 447.22 894.4400 532.05 362.3900 -21.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 178
111890 2AEA358216796526862A4CF 827053 2013-07-02 NaN 60 Current NaT 0.17061 0.1474 0.1374 0.13100 0.0449 0.08610 5.0 B 11.0 1 TX Construction Employed 145.0 True False NaN 2013-09-02 780.0 799.0 1996-10-23 25.0 25.0 41.0 24 575.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 24923.0 0.27 62534.0 41.0 1.00 0.0 0.29 $50,000-74,999 True 4166.666667 03C03692641152856B925A5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101965 15000 2013-09-17 Q3 2013 31CE35836338798760D7CFA 354.81 1774.0500 868.73 905.3200 -61.42 0.0 0.0 0.0 0.0 1.0 0 0 0.0 135
111991 D5143589915934140970B2C 916391 2013-09-16 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 1 NY Retail Management Employed 72.0 False False NaN 2013-11-12 700.0 719.0 2001-05-24 19.0 17.0 40.0 15 352.0 0.0 4.0 1.0 0.0 0.0 1.0 0.0 8524.0 0.21 23694.0 35.0 0.91 1.0 0.24 $50,000-74,999 True 5000.000000 3C063698823005692492A3D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110922 7500 2013-11-19 Q4 2013 EF483692663686178F8AA70 261.83 782.3051 499.03 283.2751 -18.48 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
111992 D51E35932804638501E8036 978862 2013-11-04 NaN 60 Current NaT 0.17839 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 8.0 1 SD Skilled Labor Employed 319.0 True True NaN 2013-11-04 680.0 699.0 1994-05-26 10.0 10.0 29.0 7 224.0 3.0 4.0 0.0 0.0 0.0 1.0 0.0 5060.0 0.88 565.0 28.0 0.96 4.0 0.15 $50,000-74,999 True 4583.333333 B2BB36993059684134F0AD3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111441 7000 2013-11-25 Q4 2013 3CCE3364391877338210E83 168.37 712.1100 454.71 257.4000 -16.60 0.0 0.0 0.0 0.0 1.0 0 0 0.0 95
112216 D75A3602316015132A9216A 1184373 2014-02-03 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 5.0 1 PA Other Employed 7.0 False False NaN 2014-02-03 680.0 699.0 2008-08-31 15.0 15.0 19.0 6 166.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9891.0 0.69 4179.0 19.0 1.00 0.0 0.23 $25,000-49,999 True 3333.333333 B14F370535889274465035E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130997 7500 2014-02-10 Q1 2014 53BC35400355192267AC29E 253.21 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112413 D4293602060815307FAE6FF 1188953 2014-02-10 NaN 60 Current NaT 0.21858 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 8.0 3 AZ Professional Employed 26.0 True False NaN 2014-02-10 680.0 699.0 2001-10-13 14.0 12.0 42.0 4 267.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 14322.0 0.65 7678.0 40.0 1.00 1.0 0.41 $50,000-74,999 True 5833.333333 F1663705723312635E6D948 1.0 26.0 26.0 0.0 0.0 5000.0 1118.16 NaN 0 NaN 1 131127 4000 2014-02-12 Q1 2014 D73A3532732665709C86220 104.64 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112495 D4A835935376294376ABA8F 969859 2013-11-01 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 10.0 1 WA Computer Programmer Employed 42.0 False False NaN 2013-12-05 680.0 699.0 2001-08-17 8.0 8.0 16.0 6 820.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 32665.0 0.81 7285.0 15.0 1.00 0.0 0.18 $100,000+ True 11000.000000 8BA83699862774141E5EC19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120464 13000 2013-12-09 Q4 2013 51B33458869641542E2F98A 431.10 1293.3000 920.69 372.6100 -31.34 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112536 C92A358761060339096B2DD 880829 2013-08-26 NaN 36 Current NaT 0.14409 0.1159 0.1059 0.10208 0.0324 0.06968 6.0 A 4.0 1 MI Professional Employed 108.0 False False NaN 2013-10-05 660.0 679.0 1987-09-01 19.0 18.0 31.0 6 289.0 0.0 3.0 1.0 7439.0 3.0 1.0 0.0 6865.0 0.82 1087.0 28.0 0.92 1.0 0.25 $50,000-74,999 True 5166.666667 FFA436957939703381F060F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105301 10000 2013-10-08 Q4 2013 D2503588160569296FE3EFA 330.19 1317.5847 943.96 373.6247 -32.50 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112603 D7C735983829965531D41C3 1054075 2013-12-17 NaN 60 Current NaT 0.22549 0.2010 0.1910 0.17620 0.0925 0.08370 3.0 D 1.0 1 VA Teacher Employed 41.0 False False NaN 2014-01-22 720.0 739.0 1996-09-14 11.0 10.0 33.0 8 384.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 199.0 0.00 8200.0 28.0 0.96 3.0 0.37 $25,000-49,999 True 3750.000000 78113705455686685699F01 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 130189 10000 2014-01-31 Q1 2014 C2AB370068238108191F4F0 265.50 259.9932 111.31 148.6832 -7.67 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112854 E01636041994155306BB562 1221869 2014-03-02 NaN 36 Current NaT 0.21176 0.1745 0.1645 0.15300 0.0774 0.07560 4.0 C 4.0 1 CA NaN Other 23.0 False False NaN 2014-03-02 700.0 719.0 2005-02-14 5.0 5.0 15.0 4 496.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 24570.0 0.85 4330.0 14.0 1.00 0.0 0.42 $25,000-49,999 True 2500.000000 B8C437068650458819A6848 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134535 4000 2014-03-05 Q1 2014 078737073531809551B5515 143.51 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 51
112882 E3D73599782139936411B7C 1092778 2014-01-07 NaN 60 Current NaT 0.21474 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 9.0 2 NC Police Officer/Correction Officer Employed 22.0 False False NaN 2014-01-07 680.0 699.0 1999-10-12 8.0 8.0 21.0 4 190.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 12119.0 0.27 2367.0 18.0 0.94 0.0 0.50 $25,000-49,999 True 3363.250000 AE0D37039765578396ABC57 1.0 2.0 2.0 0.0 0.0 4000.0 0.00 23.0 0 NaN 2 129053 10000 2014-01-28 Q1 2014 FDAE36954764725490B2CBE 259.68 254.4608 176.17 78.2908 -4.38 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112919 E40835963571617974DA478 1060784 2013-12-08 NaN 60 Current NaT 0.19221 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 4.0 1 IL NaN Other 0.0 True False NaN 2014-01-26 680.0 699.0 1971-09-01 15.0 14.0 36.0 13 1278.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 48135.0 0.73 14696.0 35.0 0.97 1.0 0.36 $50,000-74,999 True 4583.333333 FD7D370701212776103C1F6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131034 15000 2014-02-12 Q1 2014 CD323588212551599FFA728 371.58 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112924 E429359755806503027BB47 1088357 2013-12-21 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 4.0 2 AL Other Employed 138.0 False False NaN 2014-02-03 680.0 699.0 1991-12-01 5.0 5.0 31.0 4 158.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 2866.0 0.52 1511.0 15.0 1.00 1.0 0.19 $25,000-49,999 True 2500.000000 F1593705279683639804D61 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131482 4000 2014-02-10 Q1 2014 5FD83574699424301072226 137.98 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
112935 E4A535977459220288CF9E8 1091759 2013-12-23 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 2.0 1 SC Other Employed 84.0 False False NaN 2013-12-23 720.0 739.0 1996-08-09 16.0 15.0 38.0 13 1335.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 179713.0 0.86 28359.0 37.0 1.00 1.0 0.57 $50,000-74,999 True 5000.000000 AE65370449674738724EEF3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127348 15000 2014-01-16 Q1 2014 D5DD37005777025076BF6D3 545.30 537.7384 310.89 226.8484 -12.74 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113025 D59936001866340590808C0 1166367 2014-01-29 NaN 60 Current NaT 0.23293 0.2080 0.1980 0.18224 0.0975 0.08474 3.0 D 7.0 1 WV NaN Other 0.0 False False NaN 2014-01-29 640.0 659.0 1997-10-10 6.0 6.0 29.0 6 231.0 0.0 1.0 1.0 43.0 29.0 1.0 0.0 6669.0 0.22 21626.0 23.0 0.65 0.0 0.29 $1-24,999 True 1166.666667 911C37054950043529AF24C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131124 3000 2014-02-12 Q1 2014 7D7D3705367637109481AC4 80.82 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113136 D9333592158298812306CFE 955489 2013-10-22 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 7.0 1 MD Executive Employed 170.0 True False NaN 2013-12-17 700.0 719.0 1984-03-01 14.0 14.0 33.0 13 1689.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 122513.0 0.85 20237.0 29.0 1.00 0.0 0.18 $100,000+ True 14166.666667 466F3701906317398926EF4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122937 25000 2013-12-27 Q4 2013 71F53696804744864405F6C 829.04 1649.9362 1158.98 490.9562 -41.97 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113144 EDD8359046678714347C47F 942150 2013-09-30 NaN 60 Current NaT 0.14760 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 8.0 2 WV Civil Service Employed 271.0 True False NaN 2013-11-08 780.0 799.0 1998-01-02 33.0 28.0 75.0 24 804.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 10204.0 0.10 81276.0 72.0 1.00 1.0 0.31 $100,000+ True 8583.333333 66F23698689994776198AE3 2.0 15.0 15.0 0.0 0.0 19100.0 0.00 NaN 0 NaN 4 112504 15000 2013-11-22 Q4 2013 976D355043564726356A1A0 337.39 1012.1700 545.75 466.4200 -37.34 0.0 0.0 0.0 0.0 1.0 0 0 0.0 234
113218 F03B3601709314958288970 1197011 2014-02-15 NaN 36 Current NaT 0.14039 0.1119 0.1019 0.09796 0.0349 0.06306 6.0 A 1.0 18 SC Professional Employed 115.0 True False NaN 2014-02-25 780.0 799.0 1987-04-01 19.0 14.0 51.0 9 342.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 563.0 0.00 42249.0 48.0 1.00 5.0 0.34 $100,000+ True 10083.333333 1A42370674110244993DE56 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133425 15000 2014-02-27 Q1 2014 4DF23703632259487CAC295 492.43 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113356 DF2A359228716263104A4AA 983181 2013-10-15 NaN 36 Current NaT 0.26047 0.2225 0.2125 0.19520 0.1025 0.09270 3.0 D 4.0 1 VA Professional Employed 260.0 True False NaN 2013-10-15 700.0 719.0 1994-11-01 14.0 14.0 50.0 14 1008.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 29527.0 0.51 27273.0 49.0 0.95 1.0 0.54 $25,000-49,999 True 3666.666667 5844369565644676850BC80 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106563 10000 2013-10-22 Q4 2013 116B3552890306390AC78F7 383.20 1532.8000 805.42 727.3800 -32.69 0.0 0.0 0.0 0.0 1.0 0 0 0.0 102
113386 DF3136001150855929A0752 1163997 2014-01-27 NaN 36 Current NaT 0.14243 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 5.0 1 AL Teacher Employed 18.0 True False NaN 2014-01-27 680.0 699.0 2007-07-12 10.0 10.0 18.0 3 83.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 3629.0 0.93 190.0 11.0 1.00 0.0 0.21 $25,000-49,999 True 3333.333333 2B563706560837952804BF1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132484 8000 2014-02-18 Q1 2014 2F773703984499435CFE999 263.39 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113431 F60435969051132053F528E 1071926 2013-12-13 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 7.0 1 NJ Laborer Employed 156.0 False False NaN 2014-01-26 640.0 659.0 2006-05-07 7.0 7.0 11.0 7 236.0 1.0 5.0 1.0 45.0 0.0 1.0 0.0 9006.0 0.53 6979.0 8.0 0.77 1.0 0.14 $50,000-74,999 True 4166.666667 EE393703717196793CEB4D5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129868 10000 2014-01-29 Q1 2014 049837013687916264F47A2 355.78 355.7800 217.29 138.4900 -8.22 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113468 F62D35912219342157114FA 933395 2013-09-25 NaN 60 Current NaT 0.22601 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 4.0 1 FL Tradesman - Mechanic Employed 23.0 False False NaN 2013-09-25 680.0 699.0 2000-04-22 15.0 13.0 19.0 11 251.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 4988.0 0.57 3205.0 17.0 1.00 1.0 0.29 $25,000-49,999 True 3333.333333 84F13693686671206E56CF0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104093 5000 2013-10-02 Q4 2013 163F3694160003637E03368 132.89 661.6897 255.68 406.0097 -20.28 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113548 FB6A35999320129979DBBA3 1158474 2014-01-23 NaN 60 Current NaT 0.22063 0.1960 0.1860 0.17157 0.0925 0.07907 3.0 D 8.0 18 CO Other Employed 0.0 True False NaN 2014-02-27 700.0 719.0 2004-10-07 11.0 10.0 31.0 6 318.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 9568.0 0.99 105.0 22.0 1.00 0.0 0.15 $75,000-99,999 True 7666.666667 6C203707183544065E3E202 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134250 14000 2014-03-04 Q1 2014 9F3F3705189193998915CCB 367.81 0.0000 0.00 0.0000 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113636 D9BF3589576999233477E75 904020 2013-09-17 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 WI NaN Other 0.0 True False NaN 2013-11-07 680.0 699.0 1994-06-13 10.0 10.0 39.0 8 367.0 2.0 2.0 0.0 0.0 11.0 1.0 0.0 7972.0 0.62 3019.0 32.0 0.62 1.0 0.20 $25,000-49,999 True 2500.000000 F3E73698701527272D54247 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109434 4000 2013-11-12 Q4 2013 7649369228691048873802B 143.81 429.5012 257.83 171.6712 -9.86 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113733 E2303594522341016B8EE15 1002326 2013-11-07 NaN 60 Current NaT 0.20593 0.1819 0.1719 0.16190 0.0599 0.10200 5.0 B 8.0 1 WI Skilled Labor Employed 280.0 False False NaN 2013-11-07 720.0 739.0 1988-10-01 7.0 7.0 30.0 4 263.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 11084.0 0.52 9185.0 28.0 1.00 0.0 0.42 $50,000-74,999 True 4583.333333 F3AB369770667777597274C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110968 10000 2013-11-13 Q4 2013 9AE53572535804410FB5A29 254.97 764.9100 311.26 453.6500 -24.94 0.0 0.0 0.0 0.0 1.0 0 0 0.0 66
113773 DE8535960513435199406CE 1056749 2013-12-06 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 6.0 1 NJ Other Employed 26.0 True False NaN 2013-12-06 700.0 719.0 2005-07-22 12.0 12.0 25.0 10 351.0 0.0 7.0 1.0 106.0 0.0 1.0 0.0 7540.0 0.56 3529.0 24.0 0.96 2.0 0.36 $25,000-49,999 True 2720.833333 D895370150591392337ED6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122984 10000 2013-12-23 Q4 2013 22B53699795042922A27DCC 335.69 671.3800 457.44 213.9400 -16.79 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
113863 C74335893905744205D4056 928893 2013-09-26 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08643 0.0249 0.06153 6.0 A 6.0 1 NH Principal Employed 230.0 False False NaN 2013-11-15 760.0 779.0 1994-03-01 6.0 6.0 19.0 5 235.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 6601.0 0.28 16835.0 18.0 1.00 0.0 0.18 $25,000-49,999 True 3333.333333 7D6A3699075363390CD7242 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111270 6500 2013-11-22 Q4 2013 2187369348229186429221F 209.43 626.5270 470.04 156.4870 -15.99 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1

871 rows × 81 columns

In [25]:
df_clean[df_clean['ListingKey'] == '0F043596202561788EA13D5']
Out[25]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
8 0F043596202561788EA13D5 1023355 2013-12-02 NaN 36 Current NaT 0.0762 0.0629 0.0529 0.05221 0.0099 0.04231 7.0 AA 9.0 7 IL Food Service Employed 269.0 True False NaN 2013-12-02 820.0 839.0 1993-04-01 17.0 16.0 32.0 12 219.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 9906.0 0.11 77696.0 29.0 1.0 1.0 0.25 $25,000-49,999 True 3333.333333 02163700809231365A56A1C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121268 10000 2013-12-12 Q4 2013 49A53699682291323D04D66 305.54 611.08 505.58 105.5 -16.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
9 0F043596202561788EA13D5 1023355 2013-12-02 NaN 36 Current NaT 0.0762 0.0629 0.0529 0.05221 0.0099 0.04231 7.0 AA 11.0 7 IL Food Service Employed 269.0 True False NaN 2013-12-02 820.0 839.0 1993-04-01 17.0 16.0 32.0 12 219.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 9906.0 0.11 77696.0 29.0 1.0 1.0 0.25 $25,000-49,999 True 3333.333333 02163700809231365A56A1C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121268 10000 2013-12-12 Q4 2013 49A53699682291323D04D66 305.54 611.08 505.58 105.5 -16.77 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1

Clean

In [26]:
df_clean = df_clean[df_clean['ListingKey'].duplicated() == False]

Test

In [27]:
df_clean['ListingKey'].duplicated().sum()
Out[27]:
0
In [28]:
df_clean['ListingNumber'].duplicated().sum()
Out[28]:
0
In [29]:
df_clean.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 113066 entries, 0 to 113936
Data columns (total 81 columns):
ListingKey                             113066 non-null object
ListingNumber                          113066 non-null int64
ListingCreationDate                    113066 non-null datetime64[ns]
CreditGrade                            28953 non-null object
Term                                   113066 non-null int64
LoanStatus                             113066 non-null object
ClosedDate                             55076 non-null datetime64[ns]
BorrowerAPR                            113041 non-null float64
BorrowerRate                           113066 non-null float64
LenderYield                            113066 non-null float64
EstimatedEffectiveYield                83982 non-null float64
EstimatedLoss                          83982 non-null float64
EstimatedReturn                        83982 non-null float64
ProsperRating (numeric)                83982 non-null float64
ProsperRating (Alpha)                  83982 non-null object
ProsperScore                           83982 non-null float64
ListingCategory (numeric)              113066 non-null int64
BorrowerState                          107551 non-null object
Occupation                             109537 non-null object
EmploymentStatus                       110811 non-null object
EmploymentStatusDuration               105441 non-null float64
IsBorrowerHomeowner                    113066 non-null bool
CurrentlyInGroup                       113066 non-null bool
GroupKey                               13339 non-null object
DateCreditPulled                       113066 non-null datetime64[ns]
CreditScoreRangeLower                  112475 non-null float64
CreditScoreRangeUpper                  112475 non-null float64
FirstRecordedCreditLine                112369 non-null datetime64[ns]
CurrentCreditLines                     105462 non-null float64
OpenCreditLines                        105462 non-null float64
TotalCreditLinespast7years             112369 non-null float64
OpenRevolvingAccounts                  113066 non-null int64
OpenRevolvingMonthlyPayment            113066 non-null float64
InquiriesLast6Months                   112369 non-null float64
TotalInquiries                         111907 non-null float64
CurrentDelinquencies                   112369 non-null float64
AmountDelinquent                       105444 non-null float64
DelinquenciesLast7Years                112076 non-null float64
PublicRecordsLast10Years               112369 non-null float64
PublicRecordsLast12Months              105462 non-null float64
RevolvingCreditBalance                 105462 non-null float64
BankcardUtilization                    105462 non-null float64
AvailableBankcardCredit                105522 non-null float64
TotalTrades                            105522 non-null float64
TradesNeverDelinquent (percentage)     105522 non-null float64
TradesOpenedLast6Months                105522 non-null float64
DebtToIncomeRatio                      104594 non-null float64
IncomeRange                            113066 non-null object
IncomeVerifiable                       113066 non-null bool
StatedMonthlyIncome                    113066 non-null float64
LoanKey                                113066 non-null object
TotalProsperLoans                      21923 non-null float64
TotalProsperPaymentsBilled             21923 non-null float64
OnTimeProsperPayments                  21923 non-null float64
ProsperPaymentsLessThanOneMonthLate    21923 non-null float64
ProsperPaymentsOneMonthPlusLate        21923 non-null float64
ProsperPrincipalBorrowed               21923 non-null float64
ProsperPrincipalOutstanding            21923 non-null float64
ScorexChangeAtTimeOfListing            18912 non-null float64
LoanCurrentDaysDelinquent              113066 non-null int64
LoanFirstDefaultedCycleNumber          16952 non-null float64
LoanMonthsSinceOrigination             113066 non-null int64
LoanNumber                             113066 non-null int64
LoanOriginalAmount                     113066 non-null int64
LoanOriginationDate                    113066 non-null datetime64[ns]
LoanOriginationQuarter                 113066 non-null object
MemberKey                              113066 non-null object
MonthlyLoanPayment                     113066 non-null float64
LP_CustomerPayments                    113066 non-null float64
LP_CustomerPrincipalPayments           113066 non-null float64
LP_InterestandFees                     113066 non-null float64
LP_ServiceFees                         113066 non-null float64
LP_CollectionFees                      113066 non-null float64
LP_GrossPrincipalLoss                  113066 non-null float64
LP_NetPrincipalLoss                    113066 non-null float64
LP_NonPrincipalRecoverypayments        113066 non-null float64
PercentFunded                          113066 non-null float64
Recommendations                        113066 non-null int64
InvestmentFromFriendsCount             113066 non-null int64
InvestmentFromFriendsAmount            113066 non-null float64
Investors                              113066 non-null int64
dtypes: bool(3), datetime64[ns](5), float64(50), int64(11), object(12)
memory usage: 68.5+ MB

Define

Drop unnecessary columns

  • 'ListingNumber'
  • 'MemberKey'
In [30]:
df_clean.head(1)
Out[30]:
ListingKey ListingNumber ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MemberKey MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
0 1021339766868145413AB3B 193129 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.158 0.138 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.0 1500.0 11.0 0.81 0.0 0.17 $25,000-49,999 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 Q3 2007 1F3E3376408759268057EDA 330.43 11396.14 9425.0 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258

Clean

In [31]:
df_clean.drop(['ListingNumber', 'MemberKey'], axis=1, inplace= True)

Test

In [32]:
df_clean.head()
Out[32]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating (numeric) ProsperRating (Alpha) ProsperScore ListingCategory (numeric) BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeRange IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate LoanOriginationQuarter MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 $25,000-49,999 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 Q3 2007 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258
1 10273602499503308B223C1 2014-02-27 NaN 36 Current NaT 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 $50,000-74,999 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 Q1 2014 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 Not displayed True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 Q1 2007 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41
3 0EF5356002482715299901A 2012-10-22 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 800.0 819.0 1983-02-28 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 $25,000-49,999 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 Q4 2012 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158
4 0F023589499656230C5E3E2 2013-09-14 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 680.0 699.0 2004-02-20 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 $100,000+ True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 2013-09-20 Q3 2013 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20

Define

Change datatype from float to str
'ListingCategory (numeric)'

In [33]:
df_clean['ListingCategory (numeric)'].dtype
Out[33]:
dtype('int64')

The category of the listing that the borrower selected when posting their listing: 0 - Not Available, 1 - Debt Consolidation, 2 - Home Improvement, 3 - Business, 4 - Personal Loan, 5 - Student Use, 6 - Auto, 7- Other, 8 - Baby&Adoption, 9 - Boat, 10 - Cosmetic Procedure, 11 - Engagement Ring, 12 - Green Loans, 13 - Household Expenses, 14 - Large Purchases, 15 - Medical/Dental, 16 - Motorcycle, 17 - RV, 18 - Taxes, 19 - Vacation, 20 - Wedding Loans

Clean

In [34]:
df_clean['ListingCategory (numeric)'] = df_clean['ListingCategory (numeric)'].astype('str')

Test

In [35]:
df_clean['ListingCategory (numeric)'].dtype
Out[35]:
dtype('O')
In [36]:
df_clean['ListingCategory (numeric)'].head()
Out[36]:
0     0
1     2
2     0
3    16
4     2
Name: ListingCategory (numeric), dtype: object

Define

Rename columns name
ProsperRating (numeric) => ProsperRating(numeric)
ProsperRating (Alpha) => ProsperRating(alpha)
ListingCategory (numeric) => ListingCategory

In [37]:
df_clean[['ProsperRating (numeric)', 'ProsperRating (Alpha)', 'ListingCategory (numeric)']].head()
Out[37]:
ProsperRating (numeric) ProsperRating (Alpha) ListingCategory (numeric)
0 NaN NaN 0
1 6.0 A 2
2 NaN NaN 0
3 6.0 A 16
4 3.0 D 2

Clean

In [38]:
df_clean.rename(columns={'ProsperRating (numeric)': 'ProsperRating(numeric)',
                         'ProsperRating (Alpha)': 'ProsperRating(alpha)',
                         'ListingCategory (numeric)': 'ListingCategory'}, inplace = True)

Test

In [39]:
df_clean[['ProsperRating(numeric)', 'ProsperRating(alpha)', 'ListingCategory']].head()
Out[39]:
ProsperRating(numeric) ProsperRating(alpha) ListingCategory
0 NaN NaN 0
1 6.0 A 2
2 NaN NaN 0
3 6.0 A 16
4 3.0 D 2

Define

Replace value names in IncomeRange
Remove $ notation
Not displayed, Not employed => Nan
100,000+ => 100,000-100,000
Not employed, 0 => 0-0

In [40]:
df_clean['IncomeRange'].unique()
Out[40]:
array(['$25,000-49,999', '$50,000-74,999', 'Not displayed', '$100,000+',
       '$75,000-99,999', '$1-24,999', 'Not employed', '$0'], dtype=object)

Clean

In [41]:
df_clean['IncomeRange'] = df_clean['IncomeRange'].apply(lambda x: x.replace('$', ''))
df_clean['IncomeRange'] = df_clean['IncomeRange'].apply(lambda x: x.replace('+', ''))
In [42]:
df_clean['IncomeRange'].replace('Not displayed', 'nan-nan', inplace = True)
In [43]:
df_clean['IncomeRange'].replace(['Not employed', '0'], '0-0', inplace = True)
In [44]:
df_clean['IncomeRange'].replace('100,000', '100,000-100,000', inplace = True)

Test

In [45]:
df_clean['IncomeRange'].unique()
Out[45]:
array(['25,000-49,999', '50,000-74,999', 'nan-nan', '100,000-100,000',
       '75,000-99,999', '1-24,999', '0-0'], dtype=object)

Define

Split data low to high

  • 'IncomeRange'

In [46]:
df_clean[['IncomeRange', 'LoanOriginationQuarter']].head()
Out[46]:
IncomeRange LoanOriginationQuarter
0 25,000-49,999 Q3 2007
1 50,000-74,999 Q1 2014
2 nan-nan Q1 2007
3 25,000-49,999 Q4 2012
4 100,000-100,000 Q3 2013

Clean

In [47]:
df_clean['IncomeRange'] = df_clean['IncomeRange'].astype('str')
In [48]:
df_clean['IncomeRange(low)'] = df_clean['IncomeRange'].apply(lambda x: x.split('-')[0])
df_clean['IncomeRange(high)'] = df_clean['IncomeRange'].apply(lambda x: x.split('-')[1])
In [49]:
df_clean.drop('IncomeRange',axis = 1, inplace= True)
In [50]:
print('IncomeRange high data type: ', df_clean['IncomeRange(high)'].dtype)
print('IncomeRange low data type: ', df_clean['IncomeRange(low)'].dtype)
IncomeRange high data type:  object
IncomeRange low data type:  object
In [51]:
df_clean['IncomeRange(high)'].unique()
Out[51]:
array(['49,999', '74,999', 'nan', '100,000', '99,999', '24,999', '0'],
      dtype=object)
In [52]:
df_clean['IncomeRange(low)'].apply(lambda x: x.replace(",",""))
Out[52]:
0          25000
1          50000
2            nan
3          25000
4         100000
5         100000
6          25000
7          25000
8          25000
10         75000
11             1
12         25000
13         50000
14        100000
15         50000
16         75000
17           nan
18         75000
19         25000
20         50000
21         25000
22             1
23         25000
24         25000
25         75000
26         25000
27         75000
28         25000
29        100000
30         25000
31         25000
32         75000
33        100000
34         25000
35         25000
36        100000
37         25000
38         50000
39           nan
40        100000
41        100000
42           nan
43         50000
44        100000
45        100000
46         25000
47         50000
48        100000
49         75000
50         75000
51         50000
52         75000
53         25000
54        100000
55         25000
56         50000
57        100000
58         50000
59         25000
60         75000
61         75000
62         50000
63           nan
64         25000
65         50000
66             0
67         50000
68         25000
69         25000
70         50000
71         25000
72        100000
73         50000
74         50000
75         50000
76           nan
77         75000
78             0
79         75000
80             1
81        100000
82         50000
83         25000
84         50000
85         25000
86         50000
87         25000
88         75000
89         75000
90           nan
91         25000
92           nan
93         50000
94         50000
95        100000
96         25000
97             1
98         50000
99         25000
100            0
101        75000
102       100000
103        50000
104        50000
105        25000
106        50000
107        25000
108            0
109        50000
110        50000
111        25000
112        25000
113        50000
114        75000
115        50000
116        75000
117        25000
118        50000
119        50000
120        25000
121        75000
122          nan
123        25000
124        75000
125            0
126        50000
127        25000
128          nan
129        25000
130        50000
131            1
132        25000
133        25000
134        75000
135        50000
136        25000
137            1
138        25000
139            1
140        50000
141        50000
142        50000
143        75000
144        25000
145       100000
146          nan
147        50000
148       100000
149        75000
150        50000
151        75000
152        50000
153        75000
154        75000
155        75000
156       100000
157        25000
158        75000
159        25000
160       100000
161        25000
162          nan
163        50000
164        50000
165        50000
166        50000
167        75000
168       100000
169        75000
170            0
171        50000
172          nan
173        25000
174        75000
175        50000
176        75000
177        75000
178          nan
179        50000
180        25000
181        25000
182        50000
183        50000
184          nan
185        25000
186            0
187        50000
188            1
189       100000
190        75000
191          nan
192        50000
193          nan
194        50000
195        75000
196       100000
197        25000
198       100000
199       100000
200        50000
201       100000
202        25000
203        50000
204        50000
205       100000
206          nan
207        25000
208       100000
209        75000
210        50000
211        50000
212        25000
213        25000
214        50000
215          nan
216        50000
217          nan
218        50000
219       100000
220        25000
221        50000
222       100000
223        25000
224       100000
225       100000
226          nan
227       100000
228        25000
229            1
230        25000
231       100000
232        25000
233        25000
234       100000
235        75000
236        25000
237        25000
238        50000
239        50000
240        25000
241        25000
242        50000
243        50000
244        50000
245       100000
246       100000
247          nan
248        50000
249          nan
250          nan
           ...  
113684     25000
113685    100000
113686         0
113687    100000
113688         1
113689    100000
113690    100000
113691     75000
113692         0
113693     25000
113694         1
113695     25000
113696     50000
113697     75000
113698         1
113699     75000
113700    100000
113701     75000
113702     25000
113703     75000
113704         1
113705     25000
113706     50000
113707     50000
113708     50000
113709     25000
113710         1
113711     25000
113712       nan
113713         1
113714       nan
113715     50000
113716         1
113717     50000
113718         1
113719    100000
113720     50000
113721     50000
113722     25000
113723     25000
113724     50000
113725         1
113726     25000
113727     25000
113728       nan
113729     75000
113730     50000
113731    100000
113732       nan
113734    100000
113735       nan
113736       nan
113737     25000
113738     50000
113739     50000
113740     75000
113741     50000
113742     25000
113743     25000
113744     50000
113745     50000
113746     50000
113747     50000
113748     50000
113749    100000
113750     75000
113751     50000
113752    100000
113753    100000
113754     50000
113755     50000
113756     25000
113757     75000
113758     75000
113759     50000
113760    100000
113761         0
113762    100000
113763     50000
113764     50000
113765     75000
113766         0
113767         0
113768       nan
113769     75000
113770     75000
113771     50000
113772     50000
113774     75000
113775     75000
113776    100000
113777     75000
113778    100000
113779     50000
113780     25000
113781     25000
113782     50000
113783     75000
113784    100000
113785     50000
113786         1
113787     75000
113788     50000
113789     50000
113790     75000
113791     75000
113792    100000
113793     75000
113794     50000
113795     50000
113796    100000
113797       nan
113798     50000
113799     50000
113800     75000
113801     25000
113802     25000
113803         0
113804    100000
113805     50000
113806     50000
113807     75000
113808     50000
113809     50000
113810     50000
113811     50000
113812     25000
113813     75000
113814         1
113815     50000
113816     25000
113817     25000
113818     50000
113819       nan
113820     25000
113821     50000
113822     75000
113823         1
113824     75000
113825       nan
113826       nan
113827     75000
113828     50000
113829    100000
113830     75000
113831     25000
113832     50000
113833     50000
113834     75000
113835     50000
113836    100000
113837     50000
113838     50000
113839         1
113840         1
113841     75000
113842     75000
113843     25000
113844     50000
113845     50000
113846     25000
113847    100000
113848       nan
113849     25000
113850     25000
113851    100000
113852         1
113853     25000
113854     25000
113855     75000
113856     25000
113857    100000
113858     75000
113859     50000
113860     50000
113861     50000
113862     75000
113864     50000
113865    100000
113866    100000
113867     25000
113868     75000
113869         1
113870     75000
113871     75000
113872     25000
113873     25000
113874     25000
113875     50000
113876    100000
113877     75000
113878     50000
113879     25000
113880     25000
113881     75000
113882     25000
113883     25000
113884     50000
113885     50000
113886     25000
113887    100000
113888         1
113889    100000
113890     25000
113891     25000
113892    100000
113893     50000
113894     75000
113895     75000
113896         1
113897     25000
113898         1
113899     50000
113900     25000
113901     50000
113902       nan
113903     25000
113904     50000
113905     25000
113906     50000
113907     25000
113908     25000
113909     25000
113910    100000
113911     25000
113912     25000
113913    100000
113914       nan
113915     50000
113916     50000
113917         1
113918     50000
113919     25000
113920     50000
113921       nan
113922     50000
113923     25000
113924     25000
113925     25000
113926       nan
113927    100000
113928     25000
113929     50000
113930     75000
113931     75000
113932     50000
113933     75000
113934     25000
113935     25000
113936     50000
Name: IncomeRange(low), Length: 113066, dtype: object
In [53]:
df_clean['IncomeRange(high)'] = df_clean['IncomeRange(high)'].apply(lambda x: x.replace(",",""))
df_clean['IncomeRange(low)'] = df_clean['IncomeRange(low)'].apply(lambda x: x.replace(",",""))
In [54]:
df_clean['IncomeRange(high)'].replace('nan', np.nan, inplace = True)
df_clean['IncomeRange(low)'].replace('nan', np.nan, inplace = True)
In [55]:
df_clean['IncomeRange(high)'] = df_clean['IncomeRange(high)'].astype('float')
df_clean['IncomeRange(low)'] = df_clean['IncomeRange(low)'].astype('float')

Test

In [56]:
df_clean[['IncomeRange(high)', 'IncomeRange(low)']].head()
Out[56]:
IncomeRange(high) IncomeRange(low)
0 49999.0 25000.0
1 74999.0 50000.0
2 NaN NaN
3 49999.0 25000.0
4 100000.0 100000.0
In [57]:
df_clean[['IncomeRange(high)', 'IncomeRange(low)']].describe()
Out[57]:
IncomeRange(high) IncomeRange(low)
count 105325.000000 105325.000000
mean 71026.947923 50446.306584
std 24968.322763 30043.753029
min 0.000000 0.000000
25% 49999.000000 25000.000000
50% 74999.000000 50000.000000
75% 99999.000000 75000.000000
max 100000.000000 100000.000000
In [58]:
df_clean[['IncomeRange(high)', 'IncomeRange(low)']].info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 113066 entries, 0 to 113936
Data columns (total 2 columns):
IncomeRange(high)    105325 non-null float64
IncomeRange(low)     105325 non-null float64
dtypes: float64(2)
memory usage: 2.6 MB

Define

Split data quarter and year

  • 'LoanOriginationQuarter'
In [59]:
df_clean['LoanOriginationQuarter'].head()
Out[59]:
0    Q3 2007
1    Q1 2014
2    Q1 2007
3    Q4 2012
4    Q3 2013
Name: LoanOriginationQuarter, dtype: object
In [60]:
df_clean['LoanOriginationQuarter'].unique()
Out[60]:
array(['Q3 2007', 'Q1 2014', 'Q1 2007', 'Q4 2012', 'Q3 2013', 'Q4 2013',
       'Q2 2013', 'Q2 2012', 'Q4 2007', 'Q3 2006', 'Q1 2013', 'Q2 2010',
       'Q1 2012', 'Q3 2012', 'Q4 2010', 'Q4 2011', 'Q3 2008', 'Q2 2007',
       'Q4 2006', 'Q2 2011', 'Q1 2011', 'Q1 2008', 'Q3 2009', 'Q3 2011',
       'Q2 2008', 'Q1 2010', 'Q4 2009', 'Q2 2006', 'Q3 2010', 'Q1 2006',
       'Q4 2008', 'Q4 2005', 'Q2 2009'], dtype=object)

Clean

In [61]:
df_clean['LoanOrigination(Quarter)'] = df_clean['LoanOriginationQuarter'].apply(lambda x: x.split()[0])
df_clean['LoanOrigination(Year)'] =df_clean['LoanOriginationQuarter'].apply(lambda x: x.split()[1])
In [62]:
df_clean.drop(columns = 'LoanOriginationQuarter', inplace = True)

Test

In [63]:
df_clean.head()
Out[63]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258 25000.0 49999.0 Q3 2007
1 10273602499503308B223C1 2014-02-27 NaN 36 Current NaT 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 50000.0 74999.0 Q1 2014
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41 NaN NaN Q1 2007
3 0EF5356002482715299901A 2012-10-22 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 800.0 819.0 1983-02-28 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158 25000.0 49999.0 Q4 2012
4 0F023589499656230C5E3E2 2013-09-14 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 680.0 699.0 2004-02-20 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 2013-09-20 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20 100000.0 100000.0 Q3 2013
In [64]:
df_clean[['LoanOrigination(Quarter)', 'LoanOrigination(Year)']].head()
Out[64]:
LoanOrigination(Quarter) LoanOrigination(Year)
0 Q3 2007
1 Q1 2014
2 Q1 2007
3 Q4 2012
4 Q3 2013
In [65]:
df_clean[['LoanOrigination(Quarter)', 'LoanOrigination(Year)']].info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 113066 entries, 0 to 113936
Data columns (total 2 columns):
LoanOrigination(Quarter)    113066 non-null object
LoanOrigination(Year)       113066 non-null object
dtypes: object(2)
memory usage: 2.6+ MB

Define

EstimatedEffectiveYield
EstimatedLoss

EstimatedReturn

Is null means:
LoanStatus is Completed, Chargedoff, Defaulted
Closed date exists!!!

Estimated is for unclosed loan

In [66]:
df_clean[df_clean['EstimatedReturn'].isnull()]
Out[66]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17000 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.00 1971.14 -133.18 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 258 25000.0 49999.0 Q3 2007
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06000 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.00 1185.63 -24.20 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 41 NaN NaN Q1 2007
11 0F1734025150298088A5F2B 2007-10-09 C 36 Completed 2008-01-07 0.15033 0.1325 0.1225 NaN NaN NaN NaN NaN NaN 0 NaN Waiter/Waitress Full-time 19.0 False False NaN 2007-10-08 640.0 659.0 2000-11-13 2.0 2.0 10.0 1 40.0 3.0 5.0 3.0 2224.0 1.0 0.0 0.0 1220.0 0.32 2580.0 7.0 0.40 0.0 0.27000 True 1666.666667 F375340302234633830A957 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20907 1000 2007-10-18 33.81 1011.65 1000.00 11.65 -0.88 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 53 1.0 24999.0 Q4 2007
17 0FDF336575182398852A8DC 2006-08-15 AA 36 Chargedoff 2008-05-22 0.13202 0.1250 0.1175 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True True EF543365873906104DC9A04 2006-08-15 760.0 779.0 1990-05-19 NaN NaN 36.0 16 346.0 7.0 17.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.12000 True 5833.333333 51453366538336630763636 NaN NaN NaN NaN NaN NaN NaN NaN 2239 1.0 91 2711 10000 2006-08-22 334.54 5325.33 3987.33 1338.00 -54.61 0.0000 6012.65 6012.67 268.96 1.0 0 0 0.00 85 NaN NaN Q3 2006
21 1017340630713945364DA6B 2007-11-30 D 36 Completed 2010-12-12 0.21488 0.2075 0.1975 NaN NaN NaN NaN NaN NaN 0 MI Professional Full-time 36.0 False True 6C2E3384236387493493CB6 2007-11-11 620.0 639.0 2003-06-20 4.0 4.0 13.0 3 15.0 0.0 8.0 1.0 5200.0 5.0 1.0 0.0 134.0 0.08 1366.0 6.0 0.37 0.0 0.09000 True 3750.000000 AAE33407411466742AA4570 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23565 3000 2007-12-12 112.64 4061.05 3000.00 1061.05 -51.12 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 53 25000.0 49999.0 Q4 2007
39 109D3366077649289619396 2006-07-11 B 36 Completed 2009-10-22 0.15211 0.1450 0.1400 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 67033364510034901E33BC7 2006-07-11 680.0 699.0 1994-11-01 NaN NaN 6.0 4 278.0 1.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06000 True 9583.333333 A3A23365984305581EF2551 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1901 10000 2006-07-17 57.64 12688.13 10000.00 2688.13 -81.40 -299.7800 0.00 0.00 0.00 1.0 0 0 0.00 44 NaN NaN Q3 2006
42 10AD33803102786533722BB 2007-02-04 HR 36 Chargedoff 2008-08-08 0.30300 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False False NaN 2007-02-03 520.0 539.0 1997-10-24 NaN NaN 20.0 0 0.0 1.0 9.0 14.0 NaN 3.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.27000 True 416.666667 2D433381278297817311230 NaN NaN NaN NaN NaN NaN NaN NaN 2161 18.0 85 7286 1500 2007-02-09 62.86 817.18 403.08 414.10 -7.14 0.0000 1096.92 1096.92 0.00 1.0 0 0 0.00 15 NaN NaN Q1 2007
46 0F8B34281015537050D4FEC 2008-08-05 C 36 Completed 2010-01-29 0.17170 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 1 IL Accountant/CPA Full-time 32.0 False True AD9A3400384972497EDAD38 2008-08-05 660.0 679.0 1999-05-18 10.0 9.0 28.0 6 151.0 1.0 7.0 0.0 0.0 29.0 0.0 0.0 4519.0 0.68 2031.0 27.0 0.81 0.0 0.27000 True 3166.666667 14EE3428953999691D705E3 1.0 9.0 9.0 0.0 0.0 6000.0 4317.11 0.0 0 NaN 67 35508 4000 2008-08-15 138.66 4667.64 4000.00 667.64 -44.51 0.0000 0.00 0.00 0.00 1.0 2 1 789.59 103 25000.0 49999.0 Q3 2008
59 100634009060155161268D8 2007-09-18 C 36 Completed 2010-09-26 0.16717 0.1600 0.1500 NaN NaN NaN NaN NaN NaN 0 IL Other Full-time 80.0 False False NaN 2007-09-18 640.0 659.0 1999-02-02 13.0 7.0 25.0 6 403.0 2.0 2.0 0.0 0.0 2.0 0.0 0.0 11540.0 0.41 10778.0 23.0 0.91 1.0 0.37000 True 2750.000000 78F93400031366889D47550 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19632 7000 2007-09-26 244.47 8861.23 6999.80 1861.43 -116.33 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 193 25000.0 49999.0 Q3 2007
62 0F183387070536545CB7D86 2007-04-06 D 36 Chargedoff 2009-11-24 0.23748 0.2300 0.2100 NaN NaN NaN NaN NaN NaN 0 CA Other Full-time 16.0 False True B5F93364617561572C32B6D 2007-03-18 600.0 619.0 1998-12-04 12.0 10.0 24.0 10 1402.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 47816.0 0.89 5874.0 23.0 1.00 0.0 0.59000 True 3891.666667 0378338759198235096D61F NaN NaN NaN NaN NaN NaN NaN NaN 1688 31.0 83 13475 23500 2007-04-26 909.68 23511.66 14754.94 8756.72 -324.49 -523.4900 8787.08 8745.06 0.00 1.0 0 0 0.00 384 50000.0 74999.0 Q2 2007
63 0F1A336989050248528ED31 2006-10-07 D 36 Completed 2007-04-13 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 MO Analyst Not available NaN True False NaN 2006-10-06 620.0 639.0 2000-05-16 NaN NaN 34.0 3 376.0 7.0 20.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.25000 True 7500.000000 CB203371350913895324563 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 3919 6000 2006-10-13 251.43 6828.36 6000.00 828.36 -14.28 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 41 NaN NaN Q4 2006
66 0F1D338731363098438C9F5 2007-04-12 D 36 Completed 2010-04-17 0.16802 0.1500 0.1200 NaN NaN NaN NaN NaN NaN 0 NE Other Not employed 1.0 False True EE3833815612811323B64D2 2007-03-26 620.0 639.0 1991-09-16 4.0 3.0 14.0 1 16.0 0.0 2.0 1.0 111.0 12.0 1.0 0.0 1593.0 0.07 19407.0 13.0 0.53 0.0 0.20000 True 860.000000 A3F63386180661716E55843 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12918 1000 2007-04-17 0.00 1440.27 958.40 481.87 -6.39 -33.2900 0.00 0.00 0.00 1.0 0 0 0.00 1 0.0 0.0 Q2 2007
68 0F2F338417457873000F9A3 2007-03-15 E 36 Completed 2010-03-17 0.21554 0.1970 0.1670 NaN NaN NaN NaN NaN NaN 0 NaN Nurse's Aide Full-time 34.0 True True 5EA73366320555283BA0246 2007-03-05 580.0 599.0 2003-09-09 21.0 15.0 30.0 6 134.0 0.0 23.0 1.0 169.0 0.0 0.0 0.0 3735.0 0.90 181.0 27.0 0.92 3.0 0.45000 True 2750.000000 F5A23384270080447F788CB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 9365 1000 2007-03-27 37.01 1294.98 1000.00 294.98 -16.67 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 23 25000.0 49999.0 Q1 2007
76 0DFD336490760860963B515 2006-07-11 E 36 Completed 2007-08-10 0.25861 0.2500 0.2450 NaN NaN NaN NaN NaN NaN 0 MO Executive Not available NaN True True 3D4D3366260257624AB272D 2006-07-11 540.0 559.0 1988-08-10 NaN NaN 27.0 4 164.0 0.0 28.0 3.0 NaN 5.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 8583.333333 A7AC33650456321694DD117 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 2028 2200 2006-07-21 87.47 2711.61 2200.00 511.61 -10.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 38 NaN NaN Q3 2006
78 0DFE3425061927556BB8A75 2008-06-29 A 36 Chargedoff 2009-04-09 0.18454 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 3 CA Realtor Full-time 68.0 True False NaN 2008-06-29 720.0 739.0 1995-11-29 14.0 14.0 26.0 9 962.0 4.0 11.0 0.0 0.0 0.0 0.0 0.0 33572.0 0.73 9355.0 24.0 1.00 1.0 NaN False 0.000000 B8483424568930207C77772 1.0 6.0 6.0 0.0 0.0 7750.0 6725.84 0.0 1918 9.0 68 33852 4800 2008-07-08 171.13 684.52 418.38 266.14 -15.66 0.0000 4381.62 4381.62 0.00 1.0 0 0 0.00 115 0.0 0.0 Q3 2008
90 0FC333723307531761A7001 2006-11-03 D 36 Completed 2009-03-10 0.19178 0.1845 0.1745 NaN NaN NaN NaN NaN NaN 0 NaN Clerical Not available NaN True True 3D4D3366260257624AB272D 2006-10-25 600.0 619.0 1995-07-01 NaN NaN 25.0 4 52.0 0.0 4.0 5.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 1833.333333 D8C53374343326309856587 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 88 4647 5000 2006-11-14 181.89 6183.96 5000.00 1183.96 -32.97 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 146 NaN NaN Q4 2006
92 0FE433661215082408720F0 2006-07-02 AA 36 Completed 2007-03-01 0.08292 0.0755 0.0705 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True True A0CB3365552651755022A2E 2006-06-19 820.0 839.0 1987-08-31 NaN NaN 43.0 12 617.0 3.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 10833.333333 B5683365378813542660F21 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1808 2300 2006-07-11 71.60 2401.65 2300.00 101.65 -6.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 21 NaN NaN Q3 2006
101 0F6A3407615179140F880BF 2007-12-23 E 36 Chargedoff 2010-03-10 0.20421 0.1895 0.1795 NaN NaN NaN NaN NaN NaN 1 IL Food Service Management Full-time 193.0 True True B7BA33816687475120A8407 2007-12-23 560.0 579.0 1992-03-01 18.0 17.0 38.0 13 739.0 7.0 18.0 0.0 0.0 8.0 2.0 0.0 23493.0 0.70 4259.0 31.0 0.70 7.0 0.36000 True 7416.666667 052E3409972535289EF092D 1.0 6.0 6.0 0.0 0.0 25000.0 21862.26 -80.0 1583 27.0 74 24554 2932 2008-01-08 107.40 2225.40 1466.64 758.76 -40.04 0.0000 1465.36 1465.36 0.00 1.0 1 0 0.00 91 75000.0 99999.0 Q1 2008
108 10C034203841683992703F1 2008-04-29 C 36 Completed 2011-03-17 0.28320 0.2600 0.2500 NaN NaN NaN NaN NaN NaN 1 GA Executive Full-time 27.0 False False NaN 2008-04-17 640.0 659.0 2001-06-22 11.0 8.0 21.0 5 198.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 6850.0 0.79 1416.0 21.0 0.85 3.0 NaN False 0.000000 1FB33420557364158C6973D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30830 14000 2008-05-09 564.07 20294.51 14000.00 6294.51 -242.09 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 53 0.0 0.0 Q2 2008
113 10CB3381860531415ABCC0F 2007-02-23 HR 36 Completed 2010-02-28 0.30564 0.2900 0.2800 NaN NaN NaN NaN NaN NaN 0 NaN Other Self-employed 37.0 False False NaN 2007-02-22 520.0 539.0 1999-04-02 1.0 0.0 19.0 0 0.0 0.0 8.0 13.0 6059.0 25.0 0.0 0.0 0.0 0.00 0.0 14.0 0.06 1.0 0.04000 True 4166.666667 6F8333836894606919EF9BC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7968 3000 2007-02-28 0.00 4641.92 2910.09 1731.83 -50.12 -90.5800 0.00 0.00 0.00 1.0 1 0 0.00 39 50000.0 74999.0 Q1 2007
114 10D733970089530836E9A63 2007-08-20 C 36 Completed 2009-10-08 0.16727 0.1601 0.1501 NaN NaN NaN NaN NaN NaN 0 WA Computer Programmer Full-time 27.0 True False NaN 2007-08-20 660.0 679.0 1997-01-30 13.0 13.0 37.0 3 355.0 1.0 3.0 0.0 0.0 8.0 0.0 0.0 12728.0 0.90 1372.0 19.0 0.84 0.0 0.16000 True 7083.333333 DC9A33975640774068D4ECC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18696 13400 2007-08-31 471.17 16590.14 13400.00 3190.14 -199.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 337 75000.0 99999.0 Q3 2007
117 0F4B341445393357179A9C5 2008-03-11 A 36 Completed 2011-03-20 0.10235 0.0885 0.0785 NaN NaN NaN NaN NaN NaN 1 CA Professional Part-time 18.0 False False NaN 2008-03-11 740.0 759.0 1987-04-21 7.0 6.0 11.0 4 116.0 1.0 1.0 0.0 0.0 0.0 1.0 0.0 3754.0 0.96 113.0 10.0 1.00 0.0 0.10000 True 2500.000000 54E3341672141311681040C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28679 2000 2008-03-20 12.97 2290.05 1999.99 290.06 -32.77 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 103 25000.0 49999.0 Q1 2008
121 119034109962969937581AB 2008-01-20 B 36 Completed 2010-12-07 0.15428 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 4 GA Military Officer Full-time 180.0 True False NaN 2008-01-19 700.0 719.0 1990-02-08 11.0 10.0 30.0 3 263.0 2.0 9.0 0.0 0.0 0.0 1.0 0.0 8899.0 0.89 443.0 22.0 0.60 2.0 0.31000 True 6250.000000 4F36341191372473558204B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 74 26676 4000 2008-01-29 136.71 4905.10 3999.98 905.12 -64.64 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 67 75000.0 99999.0 Q1 2008
122 119633661542644610A5AD7 2006-06-29 A 36 Completed 2007-03-13 0.08718 0.0700 0.0650 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False False NaN 2006-06-26 720.0 739.0 1999-10-04 NaN NaN 18.0 6 143.0 0.0 0.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 1666.666667 3EC33365723695079F2E128 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1752 1000 2006-07-07 30.88 1042.75 1000.00 42.75 -3.06 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 11 NaN NaN Q3 2006
123 10D6343087886921049544C 2008-09-02 AA 36 Completed 2009-04-23 0.13223 0.1252 0.1152 NaN NaN NaN NaN NaN NaN 3 NJ Sales - Retail Full-time 35.0 False False NaN 2008-08-16 780.0 799.0 1994-11-01 7.0 5.0 12.0 6 34.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 14.0 0.00 8486.0 11.0 1.00 0.0 0.19000 True 2293.333333 1B283432345422184E85AFC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36711 12000 2008-09-16 401.56 12835.45 12000.00 835.45 -66.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 233 25000.0 49999.0 Q3 2008
127 10F83416199324455232962 2008-03-13 HR 36 Chargedoff 2009-02-22 0.29743 0.2745 0.2645 NaN NaN NaN NaN NaN NaN 1 CA Administrative Assistant Full-time 47.0 False False NaN 2008-03-11 520.0 539.0 1992-02-01 3.0 4.0 13.0 2 72.0 7.0 18.0 1.0 30.0 5.0 0.0 0.0 1051.0 1.31 0.0 10.0 0.60 1.0 0.17000 True 2946.666667 E8FF3415496706029E1EA80 2.0 13.0 13.0 0.0 0.0 5550.0 2331.40 -80.0 1966 11.0 72 28744 2551 2008-03-21 104.76 613.56 257.91 355.65 -12.96 0.0000 2293.09 2293.09 0.00 1.0 0 0 0.00 67 25000.0 49999.0 Q1 2008
128 110A3373894473317F98123 2006-11-05 HR 36 Defaulted 2007-11-14 0.18824 0.1700 0.1250 NaN NaN NaN NaN NaN NaN 0 FL Other Not available NaN True True 783C3371218786870A73D20 2006-11-02 500.0 519.0 1991-07-01 NaN NaN 22.0 3 55.0 5.0 5.0 9.0 NaN 20.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.03000 True 2916.666667 3E543374129385598C2F1DD NaN NaN NaN NaN NaN NaN NaN NaN 162 12.0 88 4690 1000 2006-11-16 35.65 217.61 146.32 71.29 -2.74 0.0000 864.40 853.68 0.00 1.0 0 0 0.00 5 NaN NaN Q4 2006
131 11193430644352832E11281 2008-09-11 A 36 Completed 2011-09-23 0.20623 0.1915 0.1815 NaN NaN NaN NaN NaN NaN 1 SC Other Part-time 13.0 False False NaN 2008-09-11 740.0 759.0 1995-06-01 7.0 7.0 22.0 6 357.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 12440.0 0.51 11402.0 22.0 1.00 2.0 NaN False 833.333333 68203431874992959C510A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36914 12500 2008-09-23 459.15 16527.36 12499.98 4027.38 -210.30 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 161 1.0 24999.0 Q3 2008
132 10F1341448577160837015D 2008-03-07 B 36 Completed 2011-03-01 0.13012 0.1240 0.1140 NaN NaN NaN NaN NaN NaN 2 MO Military Enlisted Full-time 117.0 True False NaN 2008-03-07 680.0 699.0 1997-10-01 8.0 8.0 14.0 6 702.0 0.0 3.0 0.0 0.0 3.0 0.0 0.0 29078.0 0.89 3055.0 14.0 0.78 1.0 0.34000 True 4161.916667 F2F1341690253951712CA47 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28715 8600 2008-03-20 287.29 10373.47 8618.31 1755.16 -141.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 175 25000.0 49999.0 Q1 2008
136 11033424414557921FA7656 2008-06-23 C 36 Completed 2011-07-02 0.21679 0.1945 0.1845 NaN NaN NaN NaN NaN NaN 3 CT Sales - Commission Full-time 33.0 False False NaN 2008-06-23 660.0 679.0 1989-02-01 3.0 3.0 28.0 3 92.0 5.0 8.0 1.0 0.0 29.0 0.0 0.0 1632.0 0.27 4368.0 18.0 0.66 0.0 0.11000 True 3333.333333 9F6534256099432906DA27D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33618 3000 2008-07-02 108.52 3985.53 3000.01 985.52 -50.68 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 90 25000.0 49999.0 Q3 2008
142 349134175738976507325F1 2008-04-12 B 36 Chargedoff 2008-11-23 0.15882 0.1445 0.1345 NaN NaN NaN NaN NaN NaN 7 AZ Analyst Full-time 20.0 True False NaN 2008-04-12 700.0 719.0 1997-10-23 7.0 6.0 13.0 4 35.0 2.0 24.0 1.0 250.0 12.0 1.0 0.0 1472.0 0.29 3578.0 10.0 0.63 1.0 0.11000 True 4750.000000 B3B0341775618453254B12D NaN NaN NaN NaN NaN NaN NaN NaN 2057 7.0 71 29911 2500 2008-04-22 85.99 171.98 112.30 59.68 -4.13 0.0000 2387.70 2387.70 0.00 1.0 0 0 0.00 85 50000.0 74999.0 Q2 2008
146 34B03365511229087456DB5 2006-08-16 A 36 Completed 2006-12-04 0.09939 0.0925 0.0850 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 4707336438924330015F446 2006-08-16 740.0 759.0 2003-01-05 NaN NaN 8.0 3 84.0 0.0 0.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.07000 False 0.083333 A52133660283610896B3237 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2902 4000 2006-08-29 127.66 4083.24 4000.00 83.24 -4.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 67 NaN NaN Q3 2006
150 10683423770994576084943 2008-06-12 NaN 36 Completed 2011-04-21 0.08641 0.0830 0.0730 NaN NaN NaN NaN NaN NaN 7 CO Professional Full-time 10.0 True False NaN 2010-05-07 840.0 859.0 2001-02-17 9.0 8.0 20.0 5 34.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3522.0 0.12 23978.0 19.0 1.00 0.0 0.06000 True 5833.333333 F18E3586903617010B0D95F 2.0 25.0 25.0 0.0 0.0 17500.0 0.02 120.0 0 NaN 46 42554 6500 2010-05-19 204.59 6935.35 6499.99 435.36 -52.43 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 290 50000.0 74999.0 Q2 2010
156 108834307409514865F11EE 2008-08-27 B 36 Completed 2011-09-10 0.18454 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 1 PA Professional Full-time 25.0 True False NaN 2008-08-13 680.0 699.0 1991-01-01 13.0 10.0 51.0 7 213.0 3.0 17.0 0.0 0.0 0.0 1.0 0.0 7324.0 0.52 6670.0 43.0 0.67 6.0 0.15000 True 8500.000000 E0693431974788527F17C15 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36549 5500 2008-09-10 196.09 7057.41 5500.01 1557.40 -91.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 58 100000.0 100000.0 Q3 2008
162 10463364871408702EBC041 2006-06-03 AA 36 Completed 2007-01-09 0.08483 0.0780 0.0730 NaN NaN NaN NaN NaN NaN 0 CA NaN NaN NaN False False CC8D33653247904019A9059 2006-05-30 760.0 779.0 1993-09-27 NaN NaN 44.0 15 329.0 1.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 7500.000000 D778336619950984611991E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1286 3000 2006-06-13 93.73 3103.16 3000.00 103.16 -6.60 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 93 NaN NaN Q2 2006
164 1050339184352484208E7EF 2007-06-18 HR 36 Completed 2008-07-03 0.16436 0.1500 0.1200 NaN NaN NaN NaN NaN NaN 0 IL Other Full-time 44.0 False True 53B233889590051997E1E14 2007-05-30 520.0 539.0 2002-09-27 7.0 4.0 12.0 2 155.0 3.0 11.0 1.0 824.0 13.0 0.0 0.0 3339.0 0.83 661.0 9.0 0.30 0.0 0.10000 True 4958.333333 C6A93391549654247BF3C52 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16283 2000 2007-06-22 69.33 2233.10 2000.00 233.10 -17.94 0.0000 0.00 0.00 0.00 1.0 1 1 1100.00 1 50000.0 74999.0 Q2 2007
172 34D4336478646405669B883 2006-07-13 E 36 Chargedoff 2008-11-27 0.24753 0.2400 0.2350 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False True 6A3B336601725506917317E 2006-06-27 580.0 599.0 1995-11-12 NaN NaN 24.0 3 809.0 5.0 16.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.28000 True 5833.333333 34EE33656433917716DDCD4 NaN NaN NaN NaN NaN NaN NaN NaN 2053 28.0 92 2136 10000 2006-07-26 392.33 9323.59 5906.73 3416.86 -71.19 0.0000 4093.27 4093.27 0.00 1.0 0 0 0.00 101 NaN NaN Q3 2006
173 34DF3384098385182061E1E 2007-03-22 AA 36 Completed 2007-09-13 0.10642 0.0995 0.0945 NaN NaN NaN NaN NaN NaN 0 WA Skilled Labor Full-time 247.0 True False NaN 2007-03-22 780.0 799.0 1989-04-24 7.0 6.0 36.0 5 16.0 1.0 6.0 0.0 0.0 2.0 0.0 0.0 554.0 0.05 9946.0 34.0 0.82 1.0 0.19000 True 3616.083333 0CF03386136347317846A5B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12467 15000 2007-04-03 483.66 15631.12 15000.00 631.12 -31.72 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 430 25000.0 49999.0 Q2 2007
178 0F0F33770589739293D8AB0 2006-12-20 HR 36 Completed 2007-05-23 0.24856 0.2400 0.2350 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False False NaN 2006-12-20 500.0 519.0 1998-10-30 NaN NaN 18.0 6 167.0 3.0 11.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 3333.333333 E84233771929058567B4D76 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5979 2200 2006-12-28 86.31 2403.26 2200.00 203.26 -4.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 19 NaN NaN Q4 2006
184 2D59337364929273288AFC4 2006-11-16 HR 36 Defaulted 2007-06-22 0.26590 0.2500 0.2350 NaN NaN NaN NaN NaN NaN 0 MO Military Enlisted Not available NaN False True 5AFC33643897547591BD1C8 2006-11-15 480.0 499.0 2004-03-18 NaN NaN 3.0 2 50.0 2.0 4.0 1.0 NaN 2.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.49000 True 200.000000 98713373575033620B3BF45 NaN NaN NaN NaN NaN NaN NaN NaN 184 8.0 88 4846 1200 2006-11-21 47.71 78.05 6.24 71.81 -1.18 0.0000 1193.77 1193.76 0.00 1.0 0 0 0.00 14 NaN NaN Q4 2006
188 2D5D3402505070975734566 2007-10-18 C 36 Completed 2010-09-03 0.19835 0.1800 0.1700 NaN NaN NaN NaN NaN NaN 0 MN Other Retired 25.0 False False NaN 2007-10-03 640.0 659.0 1988-06-07 10.0 8.0 51.0 7 104.0 9.0 30.0 1.0 0.0 14.0 1.0 0.0 2856.0 0.64 1508.0 44.0 0.70 1.0 0.58000 True 1000.000000 0E1B34046110175658AD1B9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21275 1000 2007-10-31 36.15 1283.14 999.96 283.18 -15.74 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 13 1.0 24999.0 Q4 2007
191 2D77337290872125308271B 2006-10-27 D 36 Defaulted 2007-06-30 0.30781 0.3000 0.2800 NaN NaN NaN NaN NaN NaN 0 CA Analyst Not available NaN False True 5AFC33643897547591BD1C8 2006-10-26 600.0 619.0 1998-10-01 NaN NaN 14.0 4 29.0 44.0 51.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.41000 True 3750.000000 F07D3372240886930FD3BA2 NaN NaN NaN NaN NaN NaN NaN NaN 174 8.0 88 4375 10000 2006-11-01 424.52 1236.42 530.90 705.52 -12.38 0.0000 9469.10 9469.10 0.00 1.0 0 0 0.00 14 NaN NaN Q4 2006
193 0F6133644711535583E92C3 2006-05-31 E 36 Defaulted 2007-10-08 0.23937 0.2300 0.2250 NaN NaN NaN NaN NaN NaN 0 AZ NaN NaN NaN False False NaN 2006-05-31 540.0 559.0 1996-08-05 NaN NaN 36.0 8 137.0 3.0 22.0 8.0 NaN 10.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.20000 True 2500.000000 A95D336548087927286BB7F NaN NaN NaN NaN NaN NaN NaN NaN 199 16.0 93 1245 2000 2006-06-09 77.42 831.62 415.44 416.18 -8.71 0.0000 1590.40 1584.56 0.00 1.0 0 0 0.00 13 NaN NaN Q2 2006
201 10E533983959116999E3768 2007-08-30 B 36 Completed 2009-03-24 0.15713 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 0 CA Other Self-employed 32.0 False False NaN 2007-08-19 680.0 699.0 1998-09-26 7.0 4.0 14.0 4 585.0 5.0 6.0 0.0 0.0 0.0 0.0 0.0 20289.0 0.36 34711.0 14.0 1.00 1.0 0.14000 True 6666.666667 B31C3398867752966454F1A 1.0 2.0 2.0 0.0 0.0 10000.0 0.00 -80.0 0 NaN 78 19234 20000 2007-09-13 693.31 22851.32 20000.00 2851.32 -190.10 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 210 100000.0 100000.0 Q3 2007
206 2EB933650172111114C843E 2006-03-25 D 36 Defaulted 2007-06-29 0.27767 0.2700 0.2575 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False F555336594467179889CEFB 2006-03-10 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.16573 True 9166.666667 2B7133643961670445961C3 NaN NaN NaN NaN NaN NaN NaN NaN 177 15.0 96 323 7500 2006-03-29 306.19 3007.76 1477.51 1530.25 -22.78 0.0000 6022.51 6022.49 0.00 1.0 0 0 0.00 57 NaN NaN Q1 2006
210 2F0333941505725521AAE48 2007-07-10 C 36 Completed 2010-07-20 0.16607 0.1589 0.1489 NaN NaN NaN NaN NaN NaN 0 GA Analyst Full-time 24.0 True False NaN 2007-07-10 640.0 659.0 2000-08-03 12.0 9.0 28.0 7 525.0 4.0 7.0 0.0 0.0 0.0 0.0 0.0 17830.0 0.95 874.0 24.0 0.84 0.0 0.23000 True 5438.333333 4CE9339558363244936592B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17593 8000 2007-08-03 280.82 10095.37 8000.00 2095.37 -131.87 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 198 50000.0 74999.0 Q3 2007
213 10263383420237035058C79 2007-02-26 AA 36 Defaulted 2009-01-29 0.16184 0.1499 0.1449 NaN NaN NaN NaN NaN NaN 0 AZ Sales - Commission Full-time 24.0 True True B0473364376920128370B13 2007-02-26 780.0 799.0 1995-07-31 14.0 13.0 48.0 14 281.0 1.0 3.0 0.0 0.0 1.0 0.0 0.0 7770.0 0.64 4269.0 46.0 0.89 2.0 0.32000 True 3166.666667 004C3382466805517A0159B NaN NaN NaN NaN NaN NaN NaN NaN 883 23.0 85 7951 1500 2007-02-28 51.99 890.82 586.93 303.89 -9.14 0.0000 913.07 913.07 0.00 1.0 0 0 0.00 13 25000.0 49999.0 Q1 2007
215 103A3377507398946CE5005 2006-12-21 C 36 Defaulted 2007-12-07 0.18726 0.1800 0.1750 NaN NaN NaN NaN NaN NaN 0 GA Realtor Not available NaN True False NaN 2006-12-21 660.0 679.0 1997-12-19 NaN NaN 25.0 8 357.0 9.0 40.0 0.0 NaN 7.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.18000 True 7500.000000 FD103377146808871A0C5E4 NaN NaN NaN NaN NaN NaN NaN NaN 1734 11.0 86 6192 9999 2007-01-08 361.49 2133.94 1241.52 892.42 -17.51 0.0000 8763.73 8757.48 0.00 1.0 0 0 0.00 78 NaN NaN Q1 2007
217 104B3374855982110B5D1D5 2006-12-04 E 36 Defaulted 2007-05-08 0.29776 0.2900 0.2750 NaN NaN NaN NaN NaN NaN 0 GA Food Service Not available NaN False True 4AC5336492870256755D273 2006-12-04 540.0 559.0 2001-04-11 NaN NaN 11.0 0 0.0 0.0 3.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 1666.666667 80A3337567971836062CED3 NaN NaN NaN NaN NaN NaN NaN NaN 228 6.0 87 5275 3001 2006-12-07 125.76 0.00 0.00 0.00 0.00 0.0000 3001.00 3001.00 0.00 1.0 0 0 0.00 32 NaN NaN Q4 2006
220 2F0833852153039902F9092 2007-03-30 E 36 Defaulted 2008-08-12 0.30564 0.2900 0.2600 NaN NaN NaN NaN NaN NaN 0 TX Police Officer/Correction Officer Full-time 27.0 False True 783C3371218786870A73D20 2007-03-22 580.0 599.0 1994-01-03 2.0 2.0 20.0 1 20.0 7.0 15.0 4.0 5460.0 3.0 0.0 0.0 232.0 0.77 68.0 12.0 0.66 1.0 0.13000 True 3744.333333 F77E33855123718088440EE NaN NaN NaN NaN NaN NaN NaN NaN 1942 16.0 83 12791 4000 2007-04-13 167.62 1748.31 702.82 1045.49 -32.75 -28.5000 3297.19 3297.18 0.00 1.0 0 0 0.00 52 25000.0 49999.0 Q2 2007
222 2F2234069312657701D0A5C 2007-12-06 AA 36 Defaulted 2009-05-20 0.12720 0.1202 0.1202 NaN NaN NaN NaN NaN NaN 4 CA Pharmacist Full-time 134.0 True False NaN 2007-11-28 780.0 799.0 1993-06-09 16.0 12.0 41.0 11 1016.0 4.0 18.0 0.0 0.0 0.0 0.0 0.0 32425.0 0.36 55475.0 39.0 1.00 3.0 0.15000 True 12083.333333 10EB3408113506761F0A841 NaN NaN NaN NaN NaN NaN NaN NaN 94 18.0 75 23676 25000 2007-12-17 830.60 10782.80 7985.07 2797.73 0.00 0.0000 17014.93 17014.93 0.00 1.0 0 0 0.00 280 100000.0 100000.0 Q4 2007
226 2EA63382419173023274969 2007-02-28 D 36 Completed 2009-07-07 0.11749 0.1000 0.0900 NaN NaN NaN NaN NaN NaN 0 NY Other Full-time 9.0 True True E3F433654060844916DB34F 2007-02-28 600.0 619.0 1987-05-01 30.0 25.0 47.0 23 2866.0 5.0 8.0 0.0 0.0 0.0 0.0 0.0 152934.0 0.61 49014.0 43.0 0.95 4.0 10.01000 False 0.083333 F04F33825997568993DA4EF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8239 1000 2007-03-07 32.27 1100.96 1000.00 100.96 -10.10 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 16 NaN NaN Q1 2007
241 2EBC3426392173872AC3827 2008-07-06 E 36 Completed 2011-07-08 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 7 NJ Administrative Assistant Full-time 5.0 False False NaN 2008-07-06 560.0 579.0 1999-02-13 3.0 2.0 12.0 0 0.0 3.0 13.0 3.0 859.0 4.0 1.0 0.0 0.0 0.00 0.0 10.0 0.58 0.0 0.18000 True 2702.916667 E10E3425783915085ABCBA6 1.0 18.0 18.0 0.0 0.0 1000.0 555.68 40.0 0 NaN 68 33885 1100 2008-07-08 47.66 1793.46 1100.01 693.45 -19.81 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 10 25000.0 49999.0 Q3 2008
247 11E23365730062056F90FEB 2006-07-14 E 36 Completed 2009-07-25 0.19582 0.1775 0.1725 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False True 3D4D3366260257624AB272D 2006-06-28 540.0 559.0 1990-07-01 NaN NaN 48.0 2 29.0 1.0 5.0 14.0 NaN 38.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.12000 True 2666.666667 3E793364449465277EF127E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 2082 1000 2006-07-25 27.61 1300.50 1000.00 300.50 -8.46 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 13 NaN NaN Q3 2006
249 100F338037443416564DB6D 2007-01-20 HR 36 Chargedoff 2009-09-25 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 GA Teacher Not available NaN False True DF643377029116179E7EDA3 2007-01-20 480.0 499.0 2000-05-25 NaN NaN 19.0 5 112.0 3.0 7.0 5.0 NaN 5.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.22000 True 2750.000000 8A4633798139798936191BA NaN NaN NaN NaN NaN NaN NaN NaN 1751 32.0 86 6780 3001 2007-01-24 125.76 3335.52 1861.95 1473.57 -20.89 -106.9000 1139.05 1139.05 0.00 1.0 0 0 0.00 26 NaN NaN Q1 2007
250 10113365475816471CE4D63 2006-06-11 A 36 Completed 2006-11-03 0.08857 0.0800 0.0750 NaN NaN NaN NaN NaN NaN 0 WA NaN NaN NaN False False NaN 2006-06-11 720.0 739.0 1999-09-22 NaN NaN 27.0 16 308.0 4.0 12.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 6416.666667 6EBE336599391480255EE64 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1456 2000 2006-06-20 62.67 2040.39 2000.00 40.39 -2.53 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 74 NaN NaN Q2 2006
251 1017337109780442576A19C 2006-10-26 B 36 Defaulted 2009-08-12 0.16647 0.1593 0.1493 NaN NaN NaN NaN NaN NaN 0 IL Other Not available NaN True True BAE93365625072437A1CBD9 2006-10-14 700.0 719.0 1994-02-04 NaN NaN 20.0 7 112.0 1.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.25000 True 4583.333333 7B473373394585982BF00A0 NaN NaN NaN NaN NaN NaN NaN NaN 471 0.0 88 4590 17500 2006-11-13 614.64 17565.17 13663.22 3901.95 -106.75 -1106.3400 3842.60 2221.08 889.34 1.0 0 0 0.00 258 NaN NaN Q4 2006
252 1017337493703898808C9A0 2006-12-09 HR 36 Chargedoff 2008-03-22 0.29925 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 MO Clerical Not available NaN False True A0CB3365552651755022A2E 2006-12-09 520.0 539.0 1990-08-01 NaN NaN 35.0 4 25.0 8.0 17.0 11.0 NaN 32.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 2116.666667 A37D3377648304158F4D0F1 NaN NaN NaN NaN NaN NaN NaN NaN 2300 15.0 87 5813 2100 2006-12-22 88.00 875.00 393.84 481.16 -8.04 0.0000 1706.14 1706.16 0.00 1.0 0 0 0.00 23 NaN NaN Q4 2006
258 30393422832767524FCE539 2008-06-09 D 36 Completed 2011-06-20 0.16461 0.1430 0.1330 NaN NaN NaN NaN NaN NaN 1 VA Administrative Assistant Full-time 8.0 False False NaN 2008-06-09 620.0 639.0 2004-10-11 6.0 5.0 6.0 4 121.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2443.0 0.77 707.0 6.0 0.83 1.0 0.39000 True 1500.000000 9AD63423130459607D7EA36 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 33095 7000 2008-06-20 238.86 8650.76 6999.99 1650.77 -115.44 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 145 1.0 24999.0 Q2 2008
259 303E3411284124174A8668B 2008-02-04 C 36 Completed 2008-07-07 0.15651 0.1350 0.1250 NaN NaN NaN NaN NaN NaN 1 CO Sales - Retail Full-time 3.0 False False NaN 2008-02-04 640.0 659.0 2000-08-03 7.0 7.0 9.0 5 260.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 12220.0 0.83 2480.0 8.0 1.00 0.0 0.26000 True 1583.333333 77A23411593054586D2FEE6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27317 1000 2008-02-12 33.94 1040.88 1000.00 40.88 -3.01 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 51 1.0 24999.0 Q1 2008
261 304534285742385679173B7 2008-08-19 A 36 Completed 2008-11-28 0.10336 0.0895 0.0795 NaN NaN NaN NaN NaN NaN 2 OH Other Full-time 384.0 True False NaN 2008-07-27 740.0 759.0 1993-06-25 15.0 13.0 27.0 9 429.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 18445.0 0.48 19784.0 26.0 1.00 2.0 0.19000 True 4833.333333 F6603429238537890A34F8C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 36088 6000 2008-08-28 190.66 6132.06 6000.00 132.06 -14.76 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 213 50000.0 74999.0 Q3 2008
264 101F3403382140122182961 2007-10-18 C 36 Completed 2010-10-29 0.19110 0.1820 0.1720 NaN NaN NaN NaN NaN NaN 0 MN Food Service Management Full-time 347.0 False False NaN 2007-10-11 640.0 659.0 1984-01-01 9.0 7.0 22.0 8 359.0 4.0 14.0 1.0 6465.0 9.0 1.0 0.0 8962.0 0.44 10524.0 19.0 0.84 1.0 0.13000 True 3333.333333 5F283403188212739449B6B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21203 2000 2007-10-29 72.51 2467.14 1872.55 594.59 -32.67 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 29 25000.0 49999.0 Q4 2007
271 10663407592554078EFC73C 2007-12-10 C 36 Completed 2009-01-07 0.24753 0.2400 0.2300 NaN NaN NaN NaN NaN NaN 2 MI Computer Programmer Full-time 10.0 True False NaN 2007-11-23 640.0 659.0 1997-05-20 14.0 11.0 30.0 6 595.0 4.0 21.0 0.0 0.0 0.0 0.0 0.0 25404.0 0.93 1896.0 27.0 0.96 1.0 0.25000 True 6166.666667 3AC834066966533171E1D7D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23591 4000 2007-12-13 156.93 4902.94 4000.00 902.94 -37.63 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 26 50000.0 74999.0 Q4 2007
273 2ED533926269907796F64A7 2007-06-19 HR 36 Completed 2010-03-08 0.30271 0.2900 0.2700 NaN NaN NaN NaN NaN NaN 0 CA Other Full-time 214.0 False True FEF83377364176536637E50 2007-06-15 540.0 559.0 2000-12-21 15.0 15.0 17.0 15 565.0 3.0 13.0 0.0 0.0 0.0 0.0 0.0 15209.0 0.78 3652.0 17.0 1.00 0.0 0.23000 True 3333.333333 D9F733932060373650B609A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16308 4600 2007-06-22 192.77 6830.08 4600.00 2230.08 -79.65 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 25 25000.0 49999.0 Q2 2007
275 2EDE3368704075927E187F8 2006-09-15 E 36 Completed 2009-08-07 0.20896 0.1905 0.1855 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN False True NaN 2006-09-11 560.0 579.0 1994-07-01 NaN NaN 16.0 9 196.0 1.0 6.0 0.0 NaN 2.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 2333.333333 43893368208839193B8154F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3371 1000 2006-09-20 36.68 1319.48 1000.00 319.48 -8.39 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 37 NaN NaN Q3 2006
293 308233894291174369762B1 2007-05-15 C 36 Completed 2010-06-08 0.24753 0.2400 0.2300 NaN NaN NaN NaN NaN NaN 0 MI Clerical Full-time 3.0 True False NaN 2007-05-15 660.0 679.0 1994-02-25 11.0 11.0 22.0 6 204.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 7900.0 0.95 364.0 19.0 0.84 1.0 0.73000 True 1916.666667 D42833892710872211359C4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 15367 17000 2007-05-25 666.96 24034.31 17000.00 7034.31 -293.10 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 171 1.0 24999.0 Q2 2007
298 30B03364608730258EF8BFC 2006-08-09 C 36 Completed 2009-08-18 0.19128 0.1840 0.1690 NaN NaN NaN NaN NaN NaN 0 NaN Retail Management Not available NaN False False EF543365873906104DC9A04 2006-08-09 640.0 659.0 2003-10-03 NaN NaN 3.0 2 24.0 9.0 12.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.31000 True 2416.666667 12C43365917879032A76766 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2656 7500 2006-08-18 268.94 9693.07 7500.00 2193.07 -63.02 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 163 NaN NaN Q3 2006
308 08F333837879584261BEA72 2007-03-24 D 36 Chargedoff 2009-11-29 0.20735 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 0 CO Landscaping Full-time 85.0 False False NaN 2007-03-13 620.0 639.0 1997-01-18 14.0 13.0 22.0 11 412.0 2.0 3.0 0.0 0.0 3.0 0.0 0.0 12127.0 0.47 8345.0 21.0 0.85 1.0 0.49000 True 2166.666667 A00533850005777999CCB85 NaN NaN NaN NaN NaN NaN NaN NaN 1686 32.0 84 9405 5500 2007-03-28 204.40 5473.80 3732.78 1741.02 -87.05 0.0000 1767.22 1767.22 0.00 1.0 0 0 0.00 42 25000.0 49999.0 Q1 2007
310 09153364358698231A8518D 2006-06-22 D 36 Completed 2009-07-03 0.12724 0.1175 0.1125 NaN NaN NaN NaN NaN NaN 0 SC NaN NaN NaN False False 6A3B336601725506917317E 2006-06-05 600.0 619.0 1996-01-10 NaN NaN 33.0 3 65.0 0.0 2.0 1.0 NaN 5.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.16000 True 3750.000000 39123366458562232B6E2A8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1671 1800 2006-07-03 0.00 2172.41 1800.00 372.41 -14.77 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 27 NaN NaN Q3 2006
314 08B83405622449195E556A7 2007-11-28 A 36 Completed 2010-06-24 0.13202 0.1250 0.1150 NaN NaN NaN NaN NaN NaN 0 CA Executive Full-time 20.0 True False NaN 2007-11-28 720.0 739.0 2000-05-17 18.0 13.0 32.0 12 1167.0 2.0 10.0 0.0 0.0 0.0 0.0 0.0 48678.0 0.63 28368.0 32.0 0.87 1.0 0.20000 True 10000.000000 B25B3406334333044447754 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 22314 25000 2007-12-10 836.34 29961.25 24999.97 4961.28 -396.91 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 623 100000.0 100000.0 Q4 2007
320 30D43428763365789DF354A 2008-08-20 C 36 Defaulted 2010-02-03 0.14942 0.1280 0.1180 NaN NaN NaN NaN NaN NaN 3 CO Construction Full-time 40.0 True False NaN 2008-08-14 640.0 659.0 1997-12-22 11.0 10.0 26.0 7 630.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 7205.0 0.24 18730.0 22.0 0.90 0.0 0.39000 True 3500.000000 BBB634310337096404C5DFB NaN NaN NaN NaN NaN NaN NaN NaN 514 17.0 66 36189 7300 2008-09-02 245.26 2943.12 2131.35 811.77 -63.42 0.0000 5168.65 5168.65 0.00 1.0 0 0 0.00 280 25000.0 49999.0 Q3 2008
324 30E8342797297342973A38B 2008-07-25 B 36 Chargedoff 2009-12-05 0.13411 0.1200 0.1100 NaN NaN NaN NaN NaN NaN 5 WI Laborer Full-time 16.0 False False NaN 2008-07-25 680.0 699.0 2006-06-07 2.0 2.0 3.0 2 41.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2633.0 0.36 2547.0 2.0 1.00 0.0 0.10000 True 1655.833333 116A3427561640169549B37 NaN NaN NaN NaN NaN NaN NaN NaN 1679 16.0 67 34984 3600 2008-08-04 119.57 1315.27 967.51 347.76 -28.98 0.0000 2632.49 2632.49 0.00 1.0 0 0 0.00 113 1.0 24999.0 Q3 2008
325 08C6336434277036891A872 2006-05-30 B 36 Completed 2008-05-01 0.13453 0.1275 0.1175 NaN NaN NaN NaN NaN NaN 0 MA NaN NaN NaN True False A8113366311579615424760 2006-05-30 680.0 699.0 1998-04-02 NaN NaN 28.0 3 35.0 3.0 20.0 2.0 NaN 13.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 5416.666667 E65133657584323639E9CF6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1206 6500 2006-06-08 218.23 7648.40 6500.00 1148.40 -41.85 -111.3000 0.00 0.00 0.00 1.0 0 0 0.00 128 NaN NaN Q2 2006
326 08CB3393360941060351A6D 2007-06-26 E 36 Completed 2009-02-05 0.30465 0.2900 0.2700 NaN NaN NaN NaN NaN NaN 0 NaN Sales - Retail Full-time 22.0 False True FEF83377364176536637E50 2007-06-23 580.0 599.0 2004-10-03 6.0 6.0 6.0 6 251.0 9.0 10.0 0.0 0.0 2.0 0.0 0.0 1849.0 0.36 3298.0 6.0 0.66 1.0 0.35000 True 1200.000000 171D3394250837248C1FC12 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 16685 4000 2007-07-05 167.62 5007.93 4030.04 977.89 -34.13 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 60 1.0 24999.0 Q3 2007
330 08E134244479824305E38AA 2008-07-02 B 36 Chargedoff 2010-12-10 0.15377 0.1395 0.1295 NaN NaN NaN NaN NaN NaN 2 NY Executive Self-employed 158.0 True False NaN 2008-07-02 680.0 699.0 1990-05-01 8.0 4.0 18.0 2 9.0 1.0 7.0 1.0 95.0 44.0 0.0 0.0 0.0 0.00 3500.0 15.0 0.50 2.0 NaN False 3333.333333 43FE34258058976165381D0 NaN NaN NaN NaN NaN NaN NaN NaN 1308 29.0 68 33989 4000 2008-07-10 136.61 3203.64 2391.95 811.69 -58.18 -17.0000 1608.01 1608.05 85.00 1.0 0 0 0.00 92 25000.0 49999.0 Q3 2008
332 093D3365430569291709120 2006-04-26 HR 36 Cancelled 2006-05-31 0.25650 0.2375 0.2325 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True False NaN 2006-04-26 520.0 539.0 1997-11-21 NaN NaN 18.0 0 0.0 12.0 NaN 1.0 NaN NaN 1.0 NaN NaN NaN NaN NaN NaN NaN 0.10361 False 0.000000 886633657959281284DF4BC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 94 668 1000 2006-05-01 39.10 0.00 0.00 0.00 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 6 NaN NaN Q2 2006
336 00AF3373975597240A81AE3 2006-11-22 HR 36 Defaulted 2007-04-30 0.17904 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 FL Professional Not available NaN False False NaN 2006-11-15 480.0 499.0 1998-04-26 NaN NaN 25.0 2 0.0 8.0 18.0 4.0 NaN 7.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.31000 True 3283.333333 E98B33753615038850822DC NaN NaN NaN NaN NaN NaN NaN NaN 152 5.0 88 5058 2000 2006-11-30 71.31 0.00 0.00 0.00 0.00 0.0000 2000.00 2000.00 0.00 1.0 0 0 0.00 9 NaN NaN Q4 2006
338 00CA3396343954742C159D3 2007-07-26 B 36 Completed 2010-08-07 0.12700 0.1200 0.1000 NaN NaN NaN NaN NaN NaN 0 IL Tradesman - Carpenter Full-time 36.0 False True 85943386927308216031C0F 2007-07-26 680.0 699.0 1999-02-24 13.0 13.0 14.0 13 261.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 9162.0 0.26 15888.0 14.0 1.00 1.0 0.15000 True 5488.166667 8BDF33958048351841B1F35 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17801 10000 2007-08-07 332.14 11792.68 10000.01 1792.67 -162.97 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 361 25000.0 49999.0 Q3 2007
339 00CF3388049418520682A26 2007-05-05 E 36 Completed 2010-01-25 0.30168 0.2900 0.2800 NaN NaN NaN NaN NaN NaN 0 CA Other Full-time 83.0 False False NaN 2007-05-04 580.0 599.0 1992-11-06 20.0 15.0 36.0 17 566.0 8.0 29.0 0.0 0.0 0.0 0.0 0.0 19047.0 0.94 1112.0 35.0 0.91 0.0 0.54000 True 2500.000000 E9FE3389969710042F5BEF6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14908 5000 2007-05-15 209.53 7514.57 5000.00 2514.57 -86.71 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 40 25000.0 49999.0 Q2 2007
341 00D83430137333223CB5464 2008-09-06 HR 36 Chargedoff 2009-04-18 0.37352 0.3490 0.3390 NaN NaN NaN NaN NaN NaN 1 AR Administrative Assistant Full-time 13.0 True False NaN 2008-08-24 520.0 539.0 1990-09-14 6.0 6.0 7.0 4 193.0 8.0 13.0 0.0 0.0 0.0 0.0 0.0 11191.0 0.96 375.0 7.0 0.85 3.0 0.13000 True 3750.000000 BF7D3432192350894CE3AC9 NaN NaN NaN NaN NaN NaN NaN NaN 1909 7.0 66 36774 2000 2008-09-17 90.36 166.36 34.71 131.65 -3.34 0.0000 1965.29 1965.29 0.00 1.0 0 0 0.00 31 25000.0 49999.0 Q3 2008
345 31003414136001733EF98F2 2008-02-26 AA 36 Completed 2011-03-06 0.08991 0.0868 0.0868 NaN NaN NaN NaN NaN NaN 4 TX Other Full-time 101.0 True False NaN 2008-02-25 780.0 799.0 1991-08-24 15.0 11.0 24.0 10 56.0 1.0 6.0 1.0 630.0 0.0 0.0 0.0 8197.0 0.17 28710.0 20.0 0.80 0.0 0.14000 True 5200.000000 B5F03414706554535DDAAC4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28164 5500 2008-03-06 172.31 6268.65 5500.01 768.64 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 50 50000.0 74999.0 Q1 2008
346 31093424399878843D2C40F 2008-06-23 B 36 Completed 2011-07-22 0.12150 0.1075 0.0975 NaN NaN NaN NaN NaN NaN 6 GA Retail Management Full-time 130.0 True False NaN 2008-06-23 700.0 719.0 1993-03-11 6.0 6.0 19.0 5 359.0 1.0 10.0 0.0 0.0 0.0 0.0 0.0 13180.0 0.95 555.0 16.0 1.00 0.0 0.10000 True 4217.666667 FB6D3424650175146975B26 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33763 2000 2008-07-07 17.04 2351.84 2000.00 351.84 -32.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 75 50000.0 74999.0 Q3 2008
348 3130338425079577802F88D 2007-03-26 C 36 Completed 2008-10-15 0.13353 0.1265 0.1165 NaN NaN NaN NaN NaN NaN 0 NaN Analyst Full-time 11.0 False True 25CB3382578620681398C96 2007-03-19 640.0 659.0 2000-01-12 8.0 5.0 19.0 3 233.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 9696.0 0.96 404.0 14.0 0.85 0.0 0.20000 True 2990.000000 13E73385836037997CB4287 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12658 8500 2007-04-11 284.97 9678.22 8500.00 1178.22 -93.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 405 25000.0 49999.0 Q2 2007
356 095A3365165591766E7BA5B 2006-06-19 E 36 Completed 2009-06-23 0.21674 0.2075 0.2025 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2006-06-03 580.0 599.0 2001-04-26 NaN NaN 11.0 5 57.0 0.0 2.0 2.0 NaN 16.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.04000 True 6666.666667 E09C3364839857644EF792D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1509 2000 2006-06-23 51.12 2712.21 2000.00 712.21 -17.16 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 12 NaN NaN Q2 2006
362 00BA341943039504432423F 2008-05-08 B 36 Completed 2011-05-09 0.14974 0.1355 0.1255 NaN NaN NaN NaN NaN NaN 1 GA Accountant/CPA Full-time 16.0 True False NaN 2008-05-08 700.0 719.0 1996-08-05 16.0 10.0 40.0 9 182.0 2.0 13.0 0.0 0.0 0.0 0.0 0.0 6059.0 0.88 689.0 35.0 0.91 2.0 0.37000 True 2363.333333 4E9F3420385926626E2442C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31306 10000 2008-05-19 287.06 12345.69 9999.96 2345.73 -166.83 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 210 25000.0 49999.0 Q2 2008
366 00DF336541340326715C790 2006-07-08 E 36 Chargedoff 2007-12-12 0.25506 0.2475 0.2425 NaN NaN NaN NaN NaN NaN 0 WA Sales - Commission Not available NaN True True 3D4D3366260257624AB272D 2006-06-29 580.0 599.0 1994-03-01 NaN NaN 32.0 2 39.0 1.0 7.0 1.0 NaN 8.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.24000 True 6917.000000 4300336606011468260D3A3 NaN NaN NaN NaN NaN NaN NaN NaN 2370 17.0 92 1864 3500 2006-07-13 138.70 1687.70 781.66 906.04 -12.01 -13.0100 2718.35 2718.34 140.00 1.0 0 0 0.00 27 NaN NaN Q3 2006
367 00EA3417467785833467587 2008-04-17 E 36 Completed 2011-04-25 0.30704 0.2835 0.2735 NaN NaN NaN NaN NaN NaN 4 MI Sales - Retail Full-time 13.0 False False NaN 2008-04-09 560.0 579.0 1986-09-01 12.0 7.0 23.0 6 138.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 4050.0 1.01 133.0 21.0 0.36 0.0 0.49000 True 1583.333333 9C8834201323331960DC846 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30114 1545 2008-04-25 0.00 2561.44 1544.99 1016.45 -31.63 -89.5100 0.00 0.00 0.00 1.0 0 0 0.00 12 1.0 24999.0 Q2 2008
368 00F033886616529869C3281 2007-04-25 C 36 Completed 2007-06-19 0.20735 0.2000 0.1850 NaN NaN NaN NaN NaN NaN 0 IL Sales - Retail Full-time 7.0 False True C80D337515684920818AB06 2007-04-25 660.0 679.0 2000-08-21 7.0 7.0 24.0 5 326.0 4.0 7.0 0.0 0.0 0.0 0.0 0.0 9398.0 0.56 2177.0 7.0 1.00 0.0 1.65000 True 1083.333333 FF8A338961772502616D061 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14901 16000 2007-05-15 594.62 16298.49 16000.00 298.49 -15.31 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 74 1.0 24999.0 Q2 2007
369 00F33430399786922887980 2008-08-28 E 36 Chargedoff 2010-04-09 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 CA Food Service Full-time 12.0 False False NaN 2008-08-11 560.0 579.0 2004-09-30 7.0 7.0 13.0 5 184.0 5.0 11.0 0.0 0.0 1.0 0.0 0.0 4661.0 0.86 699.0 8.0 0.87 2.0 0.34000 True 1900.000000 760A34300967053396789FA NaN NaN NaN NaN NaN NaN NaN NaN 1553 19.0 66 36404 1000 2008-09-08 45.24 633.36 273.27 360.09 -10.29 0.0000 726.73 726.73 0.00 1.0 0 0 0.00 16 1.0 24999.0 Q3 2008
370 31473380022487753FFBD5E 2007-01-19 HR 36 Defaulted 2007-08-29 0.25802 0.2390 0.2040 NaN NaN NaN NaN NaN NaN 0 ID Skilled Labor Not available NaN False True 783C3371218786870A73D20 2007-01-18 460.0 479.0 1994-10-31 NaN NaN 20.0 0 0.0 2.0 7.0 18.0 NaN 4.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.07000 True 3541.666667 CF6C337932964346276D513 NaN NaN NaN NaN NaN NaN NaN NaN 238 7.0 86 6947 1000 2007-01-30 39.18 58.36 2.11 56.25 0.00 0.0000 997.87 997.89 0.00 1.0 0 0 0.00 37 NaN NaN Q1 2007
372 314E34271460439110FA9B2 2008-07-23 D 36 Chargedoff 2010-07-31 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 MI Postal Service Full-time 33.0 True False NaN 2008-06-26 600.0 619.0 1997-10-18 14.0 14.0 36.0 10 355.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 11435.0 0.90 1220.0 30.0 0.86 2.0 NaN False 3333.333333 587A34272370016881BD5DC NaN NaN NaN NaN NaN NaN NaN NaN 1440 24.0 68 34899 3800 2008-07-31 171.90 3206.10 1432.99 1773.11 -50.66 0.0000 2367.02 2367.01 0.00 1.0 0 0 0.00 39 25000.0 49999.0 Q3 2008
375 31713379069003829C4A65C 2007-01-08 D 36 Chargedoff 2009-12-17 0.17722 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 FL Other Not available NaN True False NaN 2007-01-08 620.0 639.0 2001-07-10 NaN NaN 10.0 3 79.0 3.0 7.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.11000 True 2500.000000 35F333778411387618FEBC3 NaN NaN NaN NaN NaN NaN NaN NaN 1667 35.0 86 6401 5500 2007-01-16 196.09 5882.70 4378.05 1504.65 -44.25 0.0000 1121.95 1121.95 0.00 1.0 0 0 0.00 48 NaN NaN Q1 2007
380 08F93416948042584D3BCAE 2008-04-09 A 36 Completed 2011-04-21 0.13411 0.1200 0.1100 NaN NaN NaN NaN NaN NaN 1 MI Professional Full-time 7.0 True False NaN 2008-04-09 740.0 759.0 1997-05-16 14.0 13.0 37.0 8 650.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 28849.0 0.66 14251.0 33.0 0.96 1.0 0.27000 True 6833.333333 62EB3418325867095871D22 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29892 10000 2008-04-21 329.89 11959.29 10000.03 1959.26 -163.28 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 359 75000.0 99999.0 Q2 2008
383 08FE3387124253202453A0A 2007-04-08 B 36 Completed 2010-04-17 0.10913 0.1022 0.0922 NaN NaN NaN NaN NaN NaN 0 NC Teacher Full-time 68.0 True True 214933649218625265C08F1 2007-04-08 700.0 719.0 1994-09-22 12.0 10.0 29.0 8 328.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 8400.0 0.66 4289.0 22.0 0.90 0.0 0.21000 True 4500.000000 D87B338637479142491ABE4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12889 4800 2007-04-17 137.61 5596.45 4800.00 796.45 -77.93 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 172 50000.0 74999.0 Q2 2007
384 090633971615018094BE942 2007-08-07 B 36 Chargedoff 2010-06-16 0.14197 0.1349 0.1249 NaN NaN NaN NaN NaN NaN 0 OH Tradesman - Plumber Full-time 96.0 True False NaN 2007-08-07 700.0 719.0 1994-11-27 3.0 3.0 16.0 2 83.0 0.0 6.0 0.0 0.0 3.0 1.0 0.0 1445.0 0.51 1391.0 15.0 0.73 0.0 0.07000 True 3541.666667 242C3397477657901AD860C NaN NaN NaN NaN NaN NaN NaN NaN 1484 35.0 79 18037 5000 2007-08-15 169.65 4919.85 3856.92 1062.93 -78.79 -9.0000 1143.09 1143.08 124.50 1.0 0 0 0.00 58 25000.0 49999.0 Q3 2007
386 099C337940939127320380E 2007-01-26 C 36 Completed 2010-02-08 0.16717 0.1600 0.1550 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True True 29D03365204852017C97396 2007-01-18 640.0 659.0 1988-02-11 NaN NaN 41.0 10 625.0 9.0 24.0 0.0 NaN 2.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 11083.333333 31BC338151092010328F04F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7256 25000 2007-02-08 878.93 31627.44 25000.00 6627.44 -207.11 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 232 NaN NaN Q1 2007
387 09A833656549997602264C7 2006-03-02 B 36 Completed 2006-10-04 0.09337 0.0865 0.0815 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False ACD93365117236917D1BFD4 2006-03-02 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.12624 True 3000.000000 64BE3366206912038FCE2D4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 96 174 3500 2006-03-13 110.73 3658.03 3500.00 158.03 -9.13 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 51 NaN NaN Q1 2006
395 412934312165894856C0F8B 2008-08-31 AA 36 Completed 2009-05-04 0.15512 0.1480 0.1380 NaN NaN NaN NaN NaN NaN 7 WI Other Self-employed 37.0 True False NaN 2008-08-31 760.0 779.0 2001-05-25 13.0 12.0 16.0 7 276.0 3.0 10.0 0.0 0.0 0.0 0.0 0.0 13718.0 0.48 14282.0 14.0 1.00 1.0 NaN False 5000.000000 43C43431371021335AC27CA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36559 5000 2008-09-10 172.84 5441.40 5000.00 441.40 -29.82 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 123 50000.0 74999.0 Q3 2008
399 00FD339416476049946DFDB 2007-07-05 E 36 Defaulted 2009-12-13 0.25517 0.2400 0.2200 NaN NaN NaN NaN NaN NaN 0 WA Administrative Assistant Full-time 190.0 False True C9643379247860156A00EC0 2007-07-01 560.0 579.0 1999-04-02 12.0 12.0 24.0 10 436.0 3.0 5.0 0.0 0.0 10.0 0.0 0.0 8226.0 0.91 523.0 21.0 0.76 1.0 0.30000 True 3988.000000 C2113393775526112648A19 NaN NaN NaN NaN NaN NaN NaN NaN 565 29.0 80 16872 1500 2007-07-12 58.85 1390.04 875.67 514.37 -22.36 0.0000 624.36 624.33 0.00 1.0 0 0 0.00 20 25000.0 49999.0 Q3 2007
400 010E3432211680005CE327C 2008-09-14 B 36 Completed 2008-12-31 0.21480 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 7 DC Executive Full-time 50.0 False False NaN 2008-09-14 680.0 699.0 1992-10-26 6.0 6.0 14.0 6 167.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 15338.0 0.50 15062.0 14.0 0.92 2.0 0.10000 True 8500.000000 A08834322108149737DBCD9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 37109 15000 2008-09-26 557.45 15457.87 15000.00 457.87 -22.89 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 568 100000.0 100000.0 Q3 2008
401 010F336685480496708CDD6 2006-08-27 E 36 Completed 2007-05-29 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 NaN Computer Programmer Not available NaN False False NaN 2006-08-27 580.0 599.0 1991-12-07 NaN NaN 21.0 11 494.0 5.0 7.0 0.0 NaN 3.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.21000 True 5533.333333 7D3E33671498036838683D4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3009 3001 2006-09-01 125.76 3596.83 3001.00 595.83 -10.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 20 NaN NaN Q3 2006
403 01243393178178057DBC812 2007-07-03 E 36 Chargedoff 2009-01-11 0.28545 0.2700 0.2600 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 169.0 False False NaN 2007-06-30 560.0 579.0 1988-09-30 5.0 3.0 57.0 4 113.0 4.0 11.0 9.0 1103.0 0.0 1.0 1.0 2791.0 0.94 220.0 46.0 0.85 1.0 0.16000 True 6500.000000 30C03394391244293B29B5F NaN NaN NaN NaN NaN NaN NaN NaN 2007 18.0 80 16815 3000 2007-07-10 122.48 1592.24 815.64 776.60 -28.77 0.0000 2184.36 2184.36 0.00 1.0 0 0 0.00 27 75000.0 99999.0 Q3 2007
404 01263376488945456B20D17 2006-12-13 HR 36 Defaulted 2007-08-21 0.11696 0.1100 0.0950 NaN NaN NaN NaN NaN NaN 0 VA Bus Driver Not available NaN False True D63D33740988492684C5AFF 2006-12-01 480.0 499.0 1999-09-14 NaN NaN 18.0 0 0.0 1.0 6.0 12.0 NaN 75.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.43000 True 1166.666667 74BE33771233068959EAE26 NaN NaN NaN NaN NaN NaN NaN NaN 246 8.0 87 5829 2500 2006-12-22 81.85 212.79 127.01 85.78 -3.88 0.0000 2373.01 2372.99 0.00 1.0 0 0 0.00 1 NaN NaN Q4 2006
405 01263407432928623F8BB00 2007-12-12 AA 36 Completed 2008-04-08 0.09678 0.0899 0.0899 NaN NaN NaN NaN NaN NaN 1 MN Teacher Full-time 52.0 True False NaN 2007-12-12 760.0 779.0 1994-08-02 16.0 13.0 32.0 10 331.0 0.0 5.0 0.0 0.0 1.0 0.0 0.0 10415.0 0.59 7009.0 28.0 0.75 2.0 0.36000 True 3219.833333 E0023407578295963FD6E4C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23800 8000 2007-12-19 254.36 8211.57 8000.00 211.57 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 142 25000.0 49999.0 Q4 2007
410 09D13402354511345F3FBCF 2007-10-18 D 36 Completed 2010-10-30 0.26762 0.2600 0.2500 NaN NaN NaN NaN NaN NaN 0 IL Other Full-time 24.0 False False NaN 2007-10-18 620.0 639.0 2005-12-10 5.0 5.0 6.0 4 60.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 3044.0 0.97 72.0 5.0 1.00 0.0 0.29000 True 1333.333333 938F34039632175788B7CEF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21253 7000 2007-10-30 282.03 10160.55 7000.00 3160.55 -121.56 0.0000 0.00 0.00 0.00 1.0 2 0 0.00 96 1.0 24999.0 Q4 2007
412 09D23406445019311B73B05 2007-11-28 A 36 Completed 2010-12-11 0.13202 0.1250 0.1150 NaN NaN NaN NaN NaN NaN 0 NJ Computer Programmer Full-time 6.0 False False NaN 2007-11-28 720.0 739.0 1992-02-01 10.0 8.0 16.0 8 169.0 3.0 10.0 0.0 0.0 0.0 0.0 0.0 14906.0 0.51 13815.0 15.0 0.93 2.0 0.16000 True 8333.333333 CBF13407108436298EA2CE4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 22784 16000 2007-12-11 462.43 19297.19 15999.99 3297.20 -263.77 0.0000 0.00 0.00 0.00 1.0 1 1 100.00 360 100000.0 100000.0 Q4 2007
421 31773411053375955CA3F3E 2008-01-18 E 36 Completed 2009-09-23 0.24264 0.2200 0.2100 NaN NaN NaN NaN NaN NaN 4 IL Other Full-time 32.0 False True B0473364376920128370B13 2008-01-10 560.0 579.0 1991-06-12 9.0 9.0 68.0 7 343.0 6.0 15.0 19.0 13495.0 39.0 3.0 0.0 2751.0 0.54 998.0 34.0 0.36 2.0 0.17000 True 5865.000000 E38934130737484997FC568 1.0 8.0 8.0 0.0 0.0 3000.0 2514.71 0.0 0 NaN 73 27089 1000 2008-02-04 38.19 1237.22 1000.00 237.22 -10.78 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 55 50000.0 74999.0 Q1 2008
423 41343423416791445E5654C 2008-06-10 AA 36 Chargedoff 2009-10-19 0.15934 0.1522 0.1422 NaN NaN NaN NaN NaN NaN 3 CA Executive Full-time 24.0 True False NaN 2008-06-10 840.0 859.0 1981-05-01 14.0 14.0 30.0 13 787.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 33528.0 0.23 110522.0 28.0 1.00 1.0 0.15000 True 10958.333333 385734240376702038058A1 NaN NaN NaN NaN NaN NaN NaN NaN 1726 16.0 69 32947 25000 2008-06-18 869.33 9562.63 6478.10 3084.53 -202.66 0.0000 18521.90 18521.90 0.00 1.0 0 0 0.00 347 100000.0 100000.0 Q2 2008
427 44B53419610735556EC0E97 2008-05-02 A 36 Completed 2011-05-13 0.12382 0.1098 0.0998 NaN NaN NaN NaN NaN NaN 1 CA Student - College Senior Part-time 75.0 False False NaN 2008-05-02 740.0 759.0 1996-02-09 6.0 2.0 37.0 2 94.0 0.0 1.0 0.0 0.0 10.0 0.0 0.0 1868.0 0.11 14232.0 13.0 0.46 0.0 0.51000 True 666.666667 CB9534200295309992C0671 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31004 2100 2008-05-13 68.73 2475.11 2100.02 375.09 -34.16 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 48 1.0 24999.0 Q2 2008
429 44BF34322836122899CEBC2 2008-09-22 AA 36 Completed 2010-12-31 0.23748 0.2300 0.2200 NaN NaN NaN NaN NaN NaN 3 VA Principal Self-employed 79.0 True False NaN 2008-09-24 840.0 859.0 1987-02-01 8.0 8.0 18.0 5 60.0 2.0 5.0 0.0 0.0 0.0 1.0 0.0 574.0 0.01 31126.0 17.0 1.00 0.0 NaN False 9166.666667 BF153433984459694A83FA0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 65 37518 18000 2008-10-08 696.77 24539.88 17985.64 6554.24 -272.09 -888.0600 0.00 0.00 0.00 1.0 0 0 0.00 228 100000.0 100000.0 Q4 2008
432 01013430425290444C60735 2008-08-30 AA 36 Completed 2011-03-29 0.08001 0.0629 0.0529 NaN NaN NaN NaN NaN NaN 7 OK Other Self-employed 7.0 False False NaN 2008-08-30 760.0 779.0 1984-09-07 1.0 1.0 16.0 1 49.0 2.0 3.0 1.0 271.0 0.0 0.0 0.0 3316.0 0.13 20884.0 14.0 0.93 0.0 NaN False 4166.666667 F6D53430885756409222D48 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36453 1000 2008-09-09 30.55 1097.15 1000.02 97.13 -15.45 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 38 50000.0 74999.0 Q3 2008
440 09833393421283210783E6E 2007-07-12 B 36 Completed 2010-08-31 0.15713 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 0 NaN Professional Self-employed 10.0 False False NaN 2007-08-15 680.0 699.0 1984-03-31 4.0 3.0 46.0 3 15.0 0.0 2.0 5.0 566.0 40.0 2.0 0.0 123.0 0.41 177.0 39.0 0.55 0.0 0.04000 True 9000.000000 585A33995585279370931E2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18694 8000 2007-08-31 277.32 9985.59 8000.01 1985.58 -132.36 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 151 100000.0 100000.0 Q3 2007
443 09B334070789257072E536C 2007-11-29 A 36 Completed 2009-04-12 0.10190 0.0950 0.0850 NaN NaN NaN NaN NaN NaN 0 CA Sales - Commission Full-time 0.0 False True EF2B336526680663654226A 2007-11-29 740.0 759.0 2003-04-21 8.0 8.0 11.0 6 59.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 726.0 0.24 2274.0 9.0 1.00 0.0 0.20000 True 2166.666667 63D434080771606677DE8EB 1.0 13.0 13.0 0.0 0.0 2550.0 1724.48 0.0 0 NaN 75 23534 3750 2007-12-12 120.12 4112.21 3750.00 362.21 -38.13 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 119 25000.0 49999.0 Q4 2007
448 318B3366075656723DFF2B5 2006-06-09 E 36 Completed 2009-06-20 0.19610 0.1888 0.1838 NaN NaN NaN NaN NaN NaN 0 UT NaN NaN NaN False False NaN 2006-06-09 580.0 599.0 1994-02-24 NaN NaN 9.0 6 272.0 0.0 5.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 2708.333333 2D6D3365499753433EF6875 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1438 4000 2006-06-20 146.38 5255.23 4000.00 1255.23 -33.24 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 90 NaN NaN Q2 2006
452 31AB3382583008109A0DDE9 2007-02-28 A 36 Chargedoff 2009-07-11 0.13202 0.1250 0.1200 NaN NaN NaN NaN NaN NaN 0 NaN Scientist Full-time 189.0 True True 9A0B3365565609581265D57 2007-02-28 720.0 739.0 1996-04-30 7.0 7.0 20.0 3 412.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 24538.0 0.57 18262.0 16.0 1.00 0.0 0.28000 True 7691.000000 E6A33383542453956E71EFB NaN NaN NaN NaN NaN NaN NaN NaN 1763 1.0 84 8389 12000 2007-03-12 401.44 9233.12 7131.54 2101.58 -84.08 -152.5700 4868.47 4868.46 911.03 1.0 0 0 0.00 221 75000.0 99999.0 Q1 2007
456 31D23403288414464E8209B 2007-10-17 A 36 Completed 2007-12-04 0.13694 0.1299 0.1249 NaN NaN NaN NaN NaN NaN 0 FL Computer Programmer Full-time 46.0 False True C9BA33945564467039E7B96 2007-10-15 740.0 759.0 1996-04-19 8.0 7.0 29.0 4 65.0 6.0 9.0 0.0 0.0 0.0 1.0 0.0 1237.0 0.06 17163.0 12.0 1.00 2.0 0.30000 True 4416.666667 EC683404310528196F57A2F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21231 20000 2007-10-30 673.78 20248.48 20000.00 248.48 -9.56 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 371 50000.0 74999.0 Q4 2007
464 4509339447275678647E4CD 2007-07-04 D 36 Chargedoff 2008-12-09 0.23014 0.2177 0.1977 NaN NaN NaN NaN NaN NaN 0 NaN Sales - Retail Full-time 4.0 False True 783C3371218786870A73D20 2007-06-26 600.0 619.0 1994-08-19 1.0 1.0 5.0 1 0.0 1.0 2.0 1.0 0.0 0.0 4.0 0.0 240.0 0.80 60.0 5.0 0.80 1.0 0.04000 True 1333.333333 360E33935047947890B6F70 NaN NaN NaN NaN NaN NaN NaN NaN 2038 17.0 80 16807 1500 2007-07-10 57.11 672.07 396.90 275.17 -13.26 0.0000 1103.10 1103.10 0.00 1.0 0 0 0.00 20 1.0 24999.0 Q3 2007
468 09A834184041992205EEB3B 2008-04-14 C 36 Completed 2010-12-13 0.12562 0.1045 0.0945 NaN NaN NaN NaN NaN NaN 3 CO Other Full-time 13.0 False False NaN 2008-04-14 660.0 679.0 1997-07-30 8.0 8.0 38.0 9 223.0 0.0 1.0 1.0 0.0 4.0 2.0 0.0 7288.0 0.55 5862.0 27.0 0.78 1.0 0.09000 True 8416.666667 6C88342020449297618370F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30339 4800 2008-04-30 155.90 5595.91 4800.00 795.91 -76.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 85 100000.0 100000.0 Q2 2008
469 09AF337879536436403D612 2007-01-06 C 36 Chargedoff 2009-07-17 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 GA Professional Not available NaN True False NaN 2007-01-06 640.0 659.0 1981-10-01 NaN NaN 62.0 8 241.0 0.0 2.0 3.0 NaN 31.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.11000 True 5269.333333 35F633792145696233B7579 NaN NaN NaN NaN NaN NaN NaN NaN 1820 30.0 86 6416 10000 2007-01-16 419.06 10466.50 5730.41 4736.09 -76.26 -71.0800 4269.59 4269.59 0.00 1.0 0 0 0.00 56 NaN NaN Q1 2007
478 00F03431208123240323492 2008-08-31 B 36 Chargedoff 2010-12-10 0.19210 0.1775 0.1675 NaN NaN NaN NaN NaN NaN 1 NY Teacher Full-time 26.0 False False NaN 2008-08-31 680.0 699.0 1995-09-15 9.0 8.0 27.0 7 296.0 0.0 4.0 0.0 0.0 3.0 0.0 0.0 18283.0 0.75 6017.0 18.0 0.83 0.0 0.26000 True 7666.666667 4DAC34319323425112409E1 NaN NaN NaN NaN NaN NaN NaN NaN 1124 1.0 66 36502 20000 2008-09-10 720.54 16322.80 10922.63 5400.17 -338.98 -722.5200 8752.46 7770.65 3063.28 1.0 0 0 0.00 532 75000.0 99999.0 Q3 2008
480 01083415991046434E155DD 2008-03-22 C 36 Completed 2011-04-02 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 CA Waiter/Waitress Part-time 61.0 False True FEF83377364176536637E50 2008-03-22 660.0 679.0 1994-08-23 5.0 5.0 41.0 3 128.0 3.0 11.0 2.0 0.0 28.0 1.0 0.0 4066.0 0.85 684.0 30.0 0.73 0.0 0.95000 True 1625.000000 192F3417110207172A35764 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29208 6000 2008-04-02 264.92 9777.62 5999.98 3777.64 -107.92 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 54 1.0 24999.0 Q2 2008
482 010A3421255456297C4F689 2008-05-28 D 36 Chargedoff 2009-03-07 0.23250 0.2100 0.2000 NaN NaN NaN NaN NaN NaN 1 OR Administrative Assistant Full-time 55.0 False False NaN 2008-05-05 600.0 619.0 1993-08-05 4.0 3.0 30.0 2 275.0 3.0 14.0 3.0 3787.0 21.0 0.0 0.0 2056.0 1.34 0.0 23.0 0.47 0.0 0.23000 True 2666.666667 27023422537516895123C65 NaN NaN NaN NaN NaN NaN NaN NaN 1951 10.0 69 32325 1000 2008-06-05 37.68 120.72 55.98 64.74 -3.84 0.0000 944.02 944.02 0.00 1.0 1 0 0.00 37 25000.0 49999.0 Q2 2008
487 31F633866140542850CB4AD 2007-04-22 AA 36 Completed 2007-12-24 0.08935 0.0825 0.0775 NaN NaN NaN NaN NaN NaN 0 NY Analyst Full-time 12.0 False False NaN 2007-04-22 760.0 779.0 2001-09-24 4.0 3.0 4.0 3 15.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 187.0 0.01 18213.0 4.0 1.00 1.0 0.02000 True 8000.000000 43743387710648932E4C965 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14642 5000 2007-05-04 157.26 5192.04 5000.00 192.04 -11.64 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 96 75000.0 99999.0 Q2 2007
488 31F83417554275646CD1EC1 2008-03-31 E 36 Chargedoff 2008-11-12 0.24376 0.2211 0.2111 NaN NaN NaN NaN NaN NaN 1 MT Skilled Labor Full-time 26.0 False False NaN 2008-03-31 560.0 579.0 2004-03-14 9.0 8.0 10.0 8 188.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 5470.0 1.09 31.0 10.0 1.00 2.0 0.22000 True 2083.333333 A45834185053777589B5158 NaN NaN NaN NaN NaN NaN NaN NaN 2068 7.0 71 29552 2500 2008-04-11 95.62 191.24 99.81 91.43 -4.13 0.0000 2400.19 2400.19 0.00 1.0 0 0 0.00 54 25000.0 49999.0 Q2 2008
490 320D342139964586467F64C 2008-05-08 C 36 Defaulted 2011-01-16 0.17322 0.1515 0.1415 NaN NaN NaN NaN NaN NaN 1 IL Other Full-time 13.0 False False NaN 2008-04-29 640.0 659.0 1997-11-03 5.0 3.0 5.0 3 76.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 2568.0 0.22 8688.0 5.0 0.60 1.0 0.13000 True 2500.000000 EFC134204901246696793D0 NaN NaN NaN NaN NaN NaN NaN NaN 287 32.0 70 31272 7000 2008-05-16 243.17 6590.59 4856.65 1733.94 -108.84 -545.7300 2143.34 671.50 243.15 1.0 0 0 0.00 149 25000.0 49999.0 Q2 2008
494 450C33645901374670E9F31 2006-08-08 HR 36 Defaulted 2007-05-15 0.15713 0.1500 0.1075 NaN NaN NaN NaN NaN NaN 0 NC Other Not available NaN False True E8CE3365557171432185380 2006-07-30 500.0 519.0 1996-03-29 NaN NaN 7.0 0 0.0 2.0 4.0 6.0 NaN 4.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 4166.666667 B01C336517584867644B44D NaN NaN NaN NaN NaN NaN NaN NaN 221 10.0 91 2515 3035 2006-08-14 105.21 485.32 378.77 106.55 -4.74 0.0000 2656.23 2656.23 0.00 1.0 0 0 0.00 1 NaN NaN Q3 2006
498 451A33703776144268C6F65 2006-09-28 D 36 Completed 2007-03-20 0.18726 0.1800 0.1750 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN False False NaN 2006-09-28 620.0 639.0 1987-10-30 NaN NaN 18.0 1 30.0 0.0 2.0 0.0 NaN 0.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 2154.666667 7D163371001742843E9678C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 3730 5000 2006-10-05 180.76 5389.65 5000.00 389.65 -10.81 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 115 NaN NaN Q4 2006
499 452A3371082779983F9034B 2006-10-03 C 36 Completed 2007-05-21 0.17671 0.1695 0.1595 NaN NaN NaN NaN NaN NaN 0 NaN Engineer - Mechanical Not available NaN True True DD17336621690487632377B 2006-09-29 640.0 659.0 1994-07-20 NaN NaN 21.0 1 0.0 2.0 13.0 2.0 NaN 12.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.05000 True 6833.333333 E9BE33691951236938828C2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 3792 5000 2006-10-10 178.14 5467.30 5000.00 467.30 -14.19 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 96 NaN NaN Q4 2006
500 452B3387588905750863129 2007-04-18 C 36 Completed 2010-04-24 0.18726 0.1800 0.1700 NaN NaN NaN NaN NaN NaN 0 CA Other Retired 53.0 True False NaN 2007-04-18 660.0 679.0 1999-02-01 4.0 3.0 8.0 2 161.0 1.0 7.0 3.0 318.0 4.0 0.0 0.0 4941.0 0.74 1659.0 7.0 0.57 1.0 0.06000 True 4250.000000 BE1E3387232707869987254 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 13191 2700 2007-04-24 33.94 3532.63 2700.00 832.63 -46.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 21 50000.0 74999.0 Q2 2007
516 00AC3383440434803B6EE21 2007-03-04 B 36 Completed 2010-01-05 0.13202 0.1250 0.1100 NaN NaN NaN NaN NaN NaN 0 NaN Military Enlisted Full-time 49.0 True True C9643379247860156A00EC0 2007-02-28 700.0 719.0 1983-09-01 12.0 8.0 35.0 3 15.0 3.0 15.0 0.0 0.0 23.0 1.0 0.0 1252.0 0.16 669.0 28.0 0.71 4.0 0.24000 True 4483.416667 C98C338430004135998F163 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8459 4000 2007-03-13 133.81 4759.75 4000.00 759.75 -63.31 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 76 50000.0 74999.0 Q1 2007
519 32173372871367316784DBA 2006-10-27 A 36 Completed 2009-05-11 0.11194 0.1050 0.0950 NaN NaN NaN NaN NaN NaN 0 IN Other Not available NaN False True B28433692577887451312AD 2006-10-27 720.0 739.0 1989-09-06 NaN NaN 16.0 7 40.0 0.0 1.0 0.0 NaN 0.0 4.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 1916.666667 B47C33725132563928F9F1F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 88 4498 5000 2006-11-08 162.51 5782.58 5000.00 782.58 -39.13 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 144 NaN NaN Q4 2006
521 321E340424193323634BB93 2007-11-14 C 36 Completed 2010-07-29 0.17420 0.1670 0.1570 NaN NaN NaN NaN NaN NaN 0 MI Doctor Full-time 162.0 True False NaN 2007-11-14 640.0 659.0 1987-10-15 25.0 21.0 62.0 16 2477.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 103820.0 0.87 10980.0 61.0 1.00 3.0 0.16000 True 30166.666667 BCAD3406018743373403DCA 1.0 9.0 9.0 0.0 0.0 25000.0 19746.79 -40.0 0 NaN 76 21869 5000 2007-11-21 177.52 6363.69 4999.99 1363.70 -81.67 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 57 100000.0 100000.0 Q4 2007
526 32433408128913978293879 2007-12-19 AA 36 Completed 2010-10-05 0.12650 0.1195 0.1195 NaN NaN NaN NaN NaN NaN 3 TX Accountant/CPA Part-time 71.0 False False NaN 2007-12-12 780.0 799.0 1983-11-01 2.0 2.0 8.0 3 381.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 12899.0 0.42 17201.0 8.0 1.00 0.0 0.69000 True 792.666667 B9C73409892460461FF6BD6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 24101 5000 2007-12-27 165.95 5897.11 5000.00 897.11 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 146 1.0 24999.0 Q4 2007
528 3BBA345088754410516372A 2009-04-28 NaN 36 Completed 2010-11-04 0.17170 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 1 OH Food Service Full-time 72.0 True False NaN 2010-04-16 720.0 739.0 2002-04-09 15.0 13.0 24.0 12 196.0 0.0 12.0 0.0 0.0 0.0 0.0 0.0 5662.0 0.16 28288.0 24.0 1.00 0.0 0.26000 True 2166.666667 4E7F35859430818920DE040 3.0 15.0 15.0 0.0 0.0 7500.0 0.00 121.0 0 NaN 47 41999 10000 2010-04-29 346.65 10591.53 10000.00 591.53 -39.43 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 220 25000.0 49999.0 Q2 2010
533 3BE4341927911764278B293 2008-05-02 B 36 Completed 2011-05-13 0.15629 0.1420 0.1320 NaN NaN NaN NaN NaN NaN 4 OR Engineer - Electrical Full-time 24.0 True False NaN 2008-05-02 680.0 699.0 1983-01-01 13.0 9.0 32.0 8 1287.0 2.0 5.0 0.0 0.0 9.0 0.0 0.0 56241.0 0.69 24487.0 28.0 0.82 1.0 0.27000 True 10500.000000 E534342170631769457B52B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31003 5000 2008-05-13 168.64 6172.05 4999.99 1172.06 -82.54 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 93 100000.0 100000.0 Q2 2008
535 3BEF3377123627974A5EF50 2006-12-26 HR 36 Defaulted 2007-12-02 0.24658 0.2355 0.2005 NaN NaN NaN NaN NaN NaN 0 WA Other Not available NaN False True 783C3371218786870A73D20 2006-12-25 500.0 519.0 1981-10-10 NaN NaN 27.0 0 0.0 1.0 14.0 22.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.03000 True 2583.333333 91023378225623872EF627A NaN NaN NaN NaN NaN NaN NaN NaN 145 11.0 86 6101 1700 2007-01-03 66.29 356.02 160.28 195.74 -2.79 0.0000 1539.71 1539.72 0.00 1.0 0 0 0.00 30 NaN NaN Q1 2007
536 3BFF3403339562184690245 2007-10-17 C 36 Completed 2008-11-25 0.19730 0.1900 0.1800 NaN NaN NaN NaN NaN NaN 0 MO Other Full-time 10.0 True False NaN 2007-10-17 660.0 679.0 1992-08-13 5.0 4.0 14.0 1 15.0 0.0 4.0 4.0 706.0 7.0 0.0 0.0 440.0 0.88 60.0 7.0 0.54 0.0 0.12000 True 3166.666667 88563402948463678F63C5D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21141 3500 2007-10-25 128.30 3646.91 3500.00 146.91 -7.74 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 46 25000.0 49999.0 Q4 2007
538 453B34055300649400B0183 2007-11-13 E 36 Chargedoff 2010-10-19 0.23983 0.2248 0.2148 NaN NaN NaN NaN NaN NaN 0 OH Other Full-time 105.0 True False NaN 2007-10-23 580.0 599.0 1992-09-14 20.0 16.0 47.0 11 1085.0 0.0 14.0 0.0 0.0 0.0 0.0 0.0 35762.0 0.97 695.0 40.0 0.87 2.0 0.56000 True 4583.333333 EEDC3404387653689850017 NaN NaN NaN NaN NaN NaN NaN NaN 1360 35.0 76 21754 2500 2007-11-19 96.10 2868.00 1938.94 929.06 -41.33 0.0000 561.03 561.06 0.00 1.0 0 0 0.00 2 50000.0 74999.0 Q4 2007
541 455434250606619285A6242 2008-06-21 B 36 Completed 2008-08-26 0.18524 0.1707 0.1607 NaN NaN NaN NaN NaN NaN 1 UT Other Full-time 22.0 True False NaN 2008-06-14 680.0 699.0 1998-12-02 16.0 11.0 41.0 7 318.0 9.0 27.0 0.0 0.0 0.0 0.0 0.0 8929.0 0.34 17143.0 36.0 0.91 2.0 0.15000 True 5000.000000 4B2934253270848325A8E2D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33811 7200 2008-07-08 256.95 7363.71 7200.00 163.71 -9.59 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 216 50000.0 74999.0 Q3 2008
546 090E3376051678038BBEF81 2006-12-10 AA 36 Completed 2008-08-22 0.08433 0.0775 0.0725 NaN NaN NaN NaN NaN NaN 0 CA Analyst Not available NaN False False NaN 2006-12-10 800.0 819.0 1979-09-24 NaN NaN 32.0 12 21.0 1.0 2.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.04000 True 3766.666667 146633771077814119A237E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5832 3000 2006-12-22 93.66 3189.00 3000.00 189.00 -12.20 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 65 NaN NaN Q4 2006
549 09303402713012123190223 2007-10-26 B 36 Completed 2010-06-23 0.10692 0.1000 0.0900 NaN NaN NaN NaN NaN NaN 0 OH Computer Programmer Full-time 12.0 False True NaN 2007-10-26 700.0 719.0 2000-07-07 5.0 4.0 9.0 4 107.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 13526.0 0.52 12074.0 7.0 1.00 0.0 0.06000 True 3250.000000 61F03404685950948721270 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21418 3000 2007-11-06 96.80 3461.37 2999.98 461.39 -46.12 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 71 25000.0 49999.0 Q4 2007
555 00C93432339486813854DA5 2008-10-05 D 36 Chargedoff 2009-05-16 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 7 FL Analyst Full-time 182.0 True False NaN 2008-09-24 600.0 619.0 1994-02-28 2.0 2.0 26.0 2 0.0 1.0 14.0 2.0 33036.0 38.0 1.0 1.0 0.0 0.00 0.0 23.0 0.52 0.0 0.03000 True 4419.750000 0746343465309873110EEEB NaN NaN NaN NaN NaN NaN NaN NaN 1880 8.0 65 37717 2800 2008-10-15 126.66 253.32 90.79 162.53 -4.64 0.0000 2709.21 2709.21 0.00 1.0 0 0 0.00 41 50000.0 74999.0 Q4 2008
568 32663410056892799ADBCDC 2008-01-21 B 36 Defaulted 2009-01-29 0.15428 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 3 VT Executive Full-time 148.0 False False NaN 2008-01-21 680.0 699.0 1983-10-01 3.0 3.0 8.0 3 973.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 33226.0 0.91 3507.0 8.0 1.00 0.0 0.46000 True 2389.833333 90563412317134386CFFDF3 NaN NaN NaN NaN NaN NaN NaN NaN 304 12.0 74 26398 4000 2008-01-28 136.71 956.97 557.01 399.96 -29.75 -23.2400 3442.99 3442.99 0.00 1.0 0 0 0.00 67 25000.0 49999.0 Q1 2008
574 3C073364732419752D247F6 2006-05-08 C 36 Completed 2009-05-22 0.17055 0.1525 0.1275 NaN NaN NaN NaN NaN NaN 0 TX NaN NaN NaN False False NaN 2006-05-08 660.0 679.0 1993-09-28 NaN NaN 8.0 0 0.0 0.0 NaN 3.0 NaN NaN 0.0 NaN NaN NaN NaN NaN NaN NaN 0.17000 True 833.333333 A1D43364881435825431595 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 94 975 1000 2006-05-22 34.79 1219.95 1000.00 219.95 -8.30 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 28 NaN NaN Q2 2006
576 3C18338635952151669AA4C 2007-04-16 AA 36 Completed 2007-06-28 0.10505 0.0935 0.0885 NaN NaN NaN NaN NaN NaN 0 NC Homemaker Retired 65.0 False False NaN 2007-04-13 800.0 819.0 1993-06-17 9.0 9.0 13.0 11 42.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1772.0 0.04 36908.0 13.0 1.00 0.0 10.01000 False 0.083333 C9C8338661456098557F895 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 13269 1500 2007-04-25 47.94 1523.07 1500.00 23.07 -1.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 58 1.0 24999.0 Q2 2007
577 3C1C33843961742125345AC 2007-03-15 A 36 Defaulted 2009-02-28 0.11696 0.1100 0.1025 NaN NaN NaN NaN NaN NaN 0 CT Professional Full-time 48.0 True True CD0E3364909037313F32874 2007-02-26 720.0 739.0 1973-01-01 22.0 20.0 56.0 16 1212.0 3.0 11.0 0.0 0.0 0.0 0.0 0.0 30514.0 0.85 5117.0 47.0 0.93 1.0 0.30000 True 8333.333333 6420338560037874551E572 NaN NaN NaN NaN NaN NaN NaN NaN 973 0.0 84 9490 9000 2007-03-30 294.65 5263.83 3985.14 1278.69 -44.52 -1350.0000 5048.21 1795.38 1280.52 1.0 2 1 100.00 57 100000.0 100000.0 Q1 2007
582 459D3418266771185D80EBB 2008-04-05 D 36 Completed 2011-03-03 0.24218 0.2200 0.2100 NaN NaN NaN NaN NaN NaN 1 CA Retail Management Full-time 43.0 True False NaN 2008-03-30 600.0 619.0 1993-03-04 11.0 8.0 27.0 4 119.0 19.0 26.0 1.0 5874.0 7.0 0.0 0.0 2933.0 0.77 867.0 21.0 0.86 5.0 0.28000 True 2916.666667 9B23341900437871904C0BF 3.0 6.0 6.0 0.0 0.0 12551.0 0.00 0.0 0 NaN 71 29594 2551 2008-04-14 59.96 3514.58 2551.00 963.58 -43.80 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 31 25000.0 49999.0 Q2 2008
585 45AC3365747432455313A7D 2006-04-27 AA 36 Completed 2008-06-06 0.09981 0.0825 0.0775 NaN NaN NaN NaN NaN NaN 0 LA NaN NaN NaN True False NaN 2006-04-27 760.0 779.0 1998-06-26 NaN NaN 42.0 0 0.0 0.0 NaN 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.07429 True 5000.000000 8F78336560489200845393B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 94 663 1000 2006-05-01 31.45 1119.10 1000.00 119.10 -7.20 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 9 NaN NaN Q2 2006
589 45B133831260536582347B3 2007-02-27 D 36 Defaulted 2008-04-12 0.19228 0.1850 0.1600 NaN NaN NaN NaN NaN NaN 0 CA Professional Full-time 0.0 False True 783C3371218786870A73D20 2007-02-09 600.0 619.0 1985-10-03 16.0 12.0 45.0 8 274.0 42.0 117.0 0.0 784.0 6.0 2.0 0.0 7161.0 0.86 785.0 37.0 0.70 4.0 0.46000 True 4000.000000 466B33829980667028112FE NaN NaN NaN NaN NaN NaN NaN NaN 2003 13.0 84 8480 2550 2007-03-13 92.83 703.85 434.24 269.61 -15.85 0.0000 2115.77 2115.76 0.00 1.0 0 0 0.00 108 25000.0 49999.0 Q1 2007
590 091E3366453381946ECD949 2006-05-18 C 36 Defaulted 2008-10-22 0.24250 0.2350 0.2300 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True False NaN 2006-05-18 660.0 679.0 1990-02-15 NaN NaN 23.0 0 0.0 3.0 NaN 2.0 NaN 13.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 3666.666667 66EB3366063287836253162 NaN NaN NaN NaN NaN NaN NaN NaN 673 0.0 94 994 3500 2006-05-23 136.40 3280.42 2014.30 1266.12 -20.98 -372.5600 1485.71 1140.84 690.14 1.0 0 0 0.00 35 NaN NaN Q2 2006
594 092A3415560077501215B1A 2008-03-05 AA 36 Completed 2011-03-26 0.10391 0.0970 0.0970 NaN NaN NaN NaN NaN NaN 2 MN Analyst Self-employed 7.0 True False NaN 2008-03-05 780.0 799.0 2005-03-14 9.0 9.0 11.0 7 141.0 6.0 11.0 0.0 0.0 0.0 0.0 0.0 1015.0 0.02 45485.0 10.0 1.00 0.0 0.07000 True 7000.000000 50F63415503835104D2A05E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28870 10000 2008-03-26 318.18 11568.81 10000.00 1568.81 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 348 75000.0 99999.0 Q1 2008
605 3C573384268565547892AFF 2007-03-16 HR 36 Chargedoff 2008-07-01 0.24507 0.2300 0.2200 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 1.0 False True E4BE3383557032208F88A25 2007-03-16 540.0 559.0 2001-03-09 3.0 3.0 10.0 2 70.0 4.0 15.0 3.0 3586.0 8.0 0.0 0.0 2705.0 1.20 0.0 6.0 0.42 0.0 0.15000 True 5416.666667 9B1B3384908153081517B5A NaN NaN NaN NaN NaN NaN NaN NaN 2199 15.0 83 9551 6001 2007-04-02 232.30 2555.30 1440.90 1114.40 -41.33 -39.4900 4560.11 4560.10 0.00 1.0 2 2 6101.00 34 50000.0 74999.0 Q2 2007
615 327834306493500267F7728 2008-09-03 D 36 Chargedoff 2009-10-13 0.20200 0.1799 0.1699 NaN NaN NaN NaN NaN NaN 7 WA Truck Driver Full-time 31.0 False False NaN 2008-09-02 600.0 619.0 2008-06-11 2.0 2.0 2.0 1 15.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 63.0 0.21 237.0 2.0 1.00 2.0 0.15000 True 2000.000000 F33E3430826843142F07475 NaN NaN NaN NaN NaN NaN NaN NaN 1487 13.0 66 36626 3000 2008-09-12 108.44 905.64 396.05 509.59 -24.99 -421.5000 2603.95 1726.96 605.01 1.0 0 0 0.00 126 1.0 24999.0 Q3 2008
619 2C6F3428440452392CD9909 2008-08-14 D 36 Completed 2011-08-22 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 NV Tradesman - Mechanic Full-time 8.0 False False NaN 2008-08-13 600.0 619.0 1988-12-01 16.0 16.0 50.0 13 967.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 40090.0 0.96 1107.0 40.0 1.00 1.0 0.36000 True 5250.000000 A3973429596627718F46ED5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35821 3000 2008-08-22 134.59 4886.68 2999.99 1886.69 -53.90 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 41 50000.0 74999.0 Q3 2008
625 45C63365010280234D677C1 2006-08-04 A 36 Completed 2009-08-14 0.12951 0.1225 0.1150 NaN NaN NaN NaN NaN NaN 0 NaN Accountant/CPA Not available NaN True True 6CE133644751358832D593B 2006-07-25 720.0 739.0 1981-06-24 NaN NaN 55.0 14 479.0 2.0 35.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.36000 True 6764.833333 93CC33644047651704E4A26 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2532 6800 2006-08-14 224.74 8134.25 6800.00 1334.25 -55.59 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 121 NaN NaN Q3 2006
628 45D834186203067587EA7E0 2008-04-25 B 36 Completed 2011-05-05 0.12271 0.1087 0.0987 NaN NaN NaN NaN NaN NaN 1 WA Other Full-time 20.0 False False NaN 2008-04-21 700.0 719.0 1990-01-01 4.0 4.0 28.0 3 75.0 1.0 4.0 0.0 0.0 7.0 1.0 0.0 674.0 0.20 2551.0 20.0 0.75 0.0 0.12000 True 3583.333333 8B1F34202723189371FCFFF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30530 2500 2008-05-05 80.62 2941.91 2500.03 441.88 -40.66 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 122 25000.0 49999.0 Q2 2008
631 45F434167632757354F27A9 2008-03-25 E 36 Completed 2011-04-03 0.20000 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 1 DC Other Full-time 21.0 False False NaN 2008-03-20 580.0 599.0 1996-08-12 5.0 5.0 12.0 3 15.0 0.0 1.0 0.0 0.0 8.0 0.0 0.0 1492.0 0.37 2514.0 7.0 0.75 2.0 0.28000 True 2916.666667 88543416325465487243794 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29258 1500 2008-04-03 21.43 1876.86 1365.27 511.59 -24.60 -18.9600 0.00 0.00 0.00 1.0 0 0 0.00 34 25000.0 49999.0 Q2 2008
632 45FC3384909492069F063BC 2007-04-02 B 36 Completed 2010-04-18 0.13705 0.1300 0.1200 NaN NaN NaN NaN NaN NaN 0 IL Other Full-time 15.0 False False NaN 2007-03-19 680.0 699.0 2000-10-18 11.0 9.0 15.0 5 195.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 6099.0 0.62 3583.0 11.0 0.63 0.0 0.29000 True 3666.666667 0578338735181633520F7BA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12987 10000 2007-04-18 331.09 12135.69 10000.00 2135.69 -164.28 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 282 25000.0 49999.0 Q2 2007
635 08183405879477327A811EC 2007-11-24 B 36 Chargedoff 2008-08-29 0.19730 0.1900 0.1800 NaN NaN NaN NaN NaN NaN 0 NaN Realtor Full-time 36.0 True False NaN 2007-11-20 680.0 699.0 1999-10-12 12.0 11.0 29.0 2 45.0 2.0 14.0 0.0 0.0 17.0 2.0 0.0 380.0 0.25 1120.0 19.0 0.84 2.0 0.13000 True 11666.666667 574E3405577552417B3810C NaN NaN NaN NaN NaN NaN NaN NaN 2140 9.0 76 22119 20000 2007-11-30 733.12 2932.48 1712.49 1219.99 -64.21 -15.4500 18287.51 18287.51 51.50 1.0 0 0 0.00 268 100000.0 100000.0 Q4 2007
644 3C7C34215514372444DE4AE 2008-05-26 D 36 Completed 2011-05-29 0.17677 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 7 NH Sales - Retail Part-time 5.0 False False NaN 2008-05-26 620.0 639.0 2007-09-26 2.0 2.0 3.0 2 71.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 101.0 0.00 300.0 2.0 1.00 2.0 0.12000 True 1333.333333 7058342133467194691B3EE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31916 1000 2008-05-29 34.91 1257.29 999.97 257.32 -16.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 16 1.0 24999.0 Q2 2008
650 3CC63424961235577CED7C9 2008-06-25 A 36 Completed 2011-06-07 0.10033 0.0865 0.0765 NaN NaN NaN NaN NaN NaN 7 CA Computer Programmer Full-time 62.0 False False NaN 2008-06-20 720.0 739.0 2000-03-25 5.0 5.0 7.0 5 165.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5295.0 0.36 9305.0 6.0 1.00 1.0 0.05000 True 5100.000000 4E4D34243260507119C28E0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33732 3400 2008-07-07 107.57 3851.12 3399.99 451.13 -52.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 117 50000.0 74999.0 Q3 2008
651 00F23421117367118813432 2008-05-24 B 36 Completed 2011-06-03 0.18454 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 1 NJ Professional Full-time 15.0 True False NaN 2008-05-21 680.0 699.0 1993-10-13 11.0 9.0 55.0 6 473.0 2.0 13.0 0.0 0.0 0.0 0.0 0.0 48406.0 0.96 1694.0 50.0 1.00 2.0 0.25000 True 8166.666667 1E26342291397628623F73F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32142 15000 2008-06-03 531.34 19255.89 15000.04 4255.85 -250.35 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 386 75000.0 99999.0 Q2 2008
652 01003408888129143119D34 2008-01-06 B 36 Chargedoff 2009-03-18 0.15428 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 1 GA Fireman Full-time 249.0 True False NaN 2008-01-06 680.0 699.0 1989-09-01 26.0 19.0 46.0 17 1598.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 77951.0 0.84 11401.0 44.0 1.00 3.0 0.49000 True 5833.333333 DCB934112076768808BDB3B NaN NaN NaN NaN NaN NaN NaN NaN 1605 1.0 74 25565 20000 2008-01-17 683.55 6151.95 4245.01 1906.94 -136.21 0.0000 15754.99 15754.99 7940.24 1.0 0 0 0.00 412 50000.0 74999.0 Q1 2008
654 00EB33646060019407603DE 2006-05-07 HR 36 Defaulted 2007-10-29 0.21986 0.2075 0.1775 NaN NaN NaN NaN NaN NaN 0 KS NaN NaN NaN False False C8023365164599360FC4F40 2006-05-07 480.0 499.0 1999-08-10 NaN NaN 6.0 0 0.0 1.0 NaN 3.0 NaN NaN 0.0 NaN NaN NaN NaN NaN NaN NaN 0.02253 True 2500.000000 E5403365667900551CB368C NaN NaN NaN NaN NaN NaN NaN NaN 178 17.0 94 821 1500 2006-05-30 56.32 624.87 365.59 259.28 -5.19 0.0000 1134.41 1134.41 0.00 1.0 0 0 0.00 13 NaN NaN Q2 2006
655 00F33394596448714ABCE81 2007-07-25 B 36 Completed 2010-08-06 0.15713 0.1500 0.1350 NaN NaN NaN NaN NaN NaN 0 IN Student - College Graduate Student Full-time 3.0 False True 3DDD3383706516252C1E3BD 2007-07-12 680.0 699.0 2003-08-13 3.0 3.0 7.0 3 56.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 2976.0 0.50 2924.0 5.0 1.00 2.0 0.37000 True 2426.083333 EEFF33970376397661C8DFC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17695 18500 2007-08-06 630.37 22944.84 18499.97 4444.87 -306.54 0.0000 0.00 0.00 0.00 1.0 2 2 150.00 366 25000.0 49999.0 Q3 2007
663 3733337846119364241F34B 2007-01-11 C 36 Defaulted 2007-08-21 0.17722 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 FL Accountant/CPA Not available NaN False False NaN 2007-01-11 640.0 659.0 1990-01-01 NaN NaN 16.0 6 241.0 1.0 13.0 2.0 NaN 3.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.14000 True 5416.666667 D5ED33787480223598C62AA NaN NaN NaN NaN NaN NaN NaN NaN 246 7.0 86 6690 15000 2007-01-22 534.79 1069.58 661.54 408.04 -12.00 0.0000 14338.47 14338.46 0.00 1.0 0 0 0.00 168 NaN NaN Q1 2007
666 373F3397219184035A6335B 2007-08-19 C 36 Completed 2008-08-29 0.20835 0.2010 0.1810 NaN NaN NaN NaN NaN NaN 0 AL Other Full-time 13.0 True True 4E3F3393554333125E1131A 2007-08-06 660.0 679.0 2004-09-21 5.0 4.0 23.0 2 35.0 1.0 2.0 0.0 0.0 6.0 0.0 0.0 80.0 0.08 823.0 5.0 0.60 0.0 0.19000 True 3833.333333 83883397933158492544D95 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18690 6000 2007-08-31 223.29 7027.69 6000.00 1027.69 -41.45 -113.8800 0.00 0.00 0.00 1.0 1 0 0.00 114 25000.0 49999.0 Q3 2007
667 37493389956247283144956 2007-05-24 B 36 Chargedoff 2009-02-13 0.15161 0.1445 0.1345 NaN NaN NaN NaN NaN NaN 0 CA Realtor Full-time 71.0 True True NaN 2007-05-24 700.0 719.0 1996-04-15 36.0 32.0 65.0 8 1749.0 6.0 24.0 0.0 0.0 0.0 0.0 0.0 159508.0 0.71 63582.0 55.0 1.00 9.0 0.12000 True 31666.666667 82C833914965488381AC7DD NaN NaN NaN NaN NaN NaN NaN NaN 1975 20.0 81 15893 25000 2007-06-12 859.91 12898.65 9528.79 3369.86 -233.20 0.0000 15471.21 15471.21 0.00 1.0 0 0 0.00 534 100000.0 100000.0 Q2 2007
670 460B3422501957426A75938 2008-05-31 C 36 Chargedoff 2009-03-11 0.32378 0.3000 0.2900 NaN NaN NaN NaN NaN NaN 1 AZ Accountant/CPA Full-time 105.0 False False NaN 2008-05-31 640.0 659.0 1987-12-17 5.0 5.0 10.0 5 163.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 5294.0 0.93 303.0 10.0 0.80 0.0 0.26000 True 3500.000000 F8B634218226241160F4C1A NaN NaN NaN NaN NaN NaN NaN NaN 1922 10.0 69 32269 7200 2008-06-04 305.65 1507.60 519.78 987.82 -51.25 -51.0000 6680.22 6680.22 150.00 1.0 0 0 0.00 78 25000.0 49999.0 Q2 2008
679 08D034225017682167B6383 2008-06-07 D 36 Completed 2011-03-04 0.16461 0.1430 0.1330 NaN NaN NaN NaN NaN NaN 1 CA Other Full-time 12.0 False False NaN 2008-06-04 620.0 639.0 2006-12-03 3.0 3.0 3.0 2 20.0 1.0 13.0 0.0 0.0 0.0 0.0 0.0 5622.0 0.83 1078.0 3.0 1.00 1.0 0.14000 True 2416.666667 898F34231465323522845DC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32931 7500 2008-06-17 257.43 9208.99 7500.00 1708.99 -119.51 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 236 25000.0 49999.0 Q2 2008
694 01123384365699904F9B854 2007-03-28 A 36 Completed 2010-03-15 0.11749 0.1000 0.0900 NaN NaN NaN NaN NaN NaN 0 NaN Professional Full-time 12.0 False True 783C3371218786870A73D20 2007-03-28 740.0 759.0 1998-09-28 6.0 4.0 27.0 4 10.0 6.0 23.0 2.0 2190.0 13.0 2.0 1.0 0.0 0.00 325.0 20.0 0.85 0.0 0.09000 True 1622.500000 C3933386039103987F7F075 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12548 1000 2007-04-06 10.34 1162.38 1000.00 162.38 -7.69 -10.9700 0.00 0.00 0.00 1.0 0 0 0.00 9 NaN NaN Q2 2007
698 00BA3364778959938EDA750 2006-02-07 AA 36 Completed 2006-04-26 0.07680 0.0700 0.0650 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2006-02-07 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.02727 True 8333.333333 9E6A336489187946159821D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 97 36 6001 2006-02-09 185.29 6086.46 6001.00 85.46 -6.10 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 10 NaN NaN Q1 2006
702 00C63414230168425BBB3A9 2008-03-09 AA 36 Completed 2011-03-17 0.08182 0.0750 0.0750 NaN NaN NaN NaN NaN NaN 1 MN Analyst Full-time 309.0 True False NaN 2008-03-09 800.0 819.0 1987-09-29 9.0 9.0 26.0 6 140.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 12374.0 0.13 76126.0 24.0 0.95 0.0 0.07000 True 10833.333333 7DA43415148468144604F06 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28511 9500 2008-03-17 293.03 10640.84 9500.01 1140.83 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 175 100000.0 100000.0 Q1 2008
706 37593369869437790A5AE0F 2006-09-28 HR 36 Completed 2007-01-02 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 UT Police Officer/Correction Officer Not available NaN False True 6A3B336601725506917317E 2006-09-12 500.0 519.0 1993-05-31 NaN NaN 34.0 2 144.0 9.0 20.0 4.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.27000 True 6166.666667 A7F933696257569033CCB5B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 3669 7000 2006-10-03 293.34 7493.10 7000.00 493.10 -8.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 50 NaN NaN Q4 2006
713 463F3385670377441185663 2007-03-22 HR 36 Chargedoff 2009-11-04 0.22368 0.2088 0.1788 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 50.0 False True 15F4336475221351830DFB3 2007-03-06 540.0 559.0 1999-03-15 10.0 10.0 13.0 10 184.0 4.0 19.0 0.0 0.0 6.0 1.0 0.0 5759.0 0.74 2182.0 13.0 0.69 1.0 0.30000 True 1866.750000 C7E53384548809323AE812E NaN NaN NaN NaN NaN NaN NaN NaN 1711 31.0 83 12458 2550 2007-04-03 95.91 2453.70 1732.32 721.38 -38.21 0.0000 817.67 817.68 0.00 1.0 0 0 0.00 62 1.0 24999.0 Q2 2007
716 465033833592255053DBA94 2007-03-17 B 36 Completed 2007-05-11 0.16215 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 150.0 True False NaN 2007-02-27 680.0 699.0 1997-05-06 14.0 11.0 47.0 7 935.0 12.0 20.0 0.0 0.0 0.0 0.0 0.0 33480.0 0.53 25225.0 42.0 1.00 4.0 0.45000 True 6583.333333 9AE93384344025306621F49 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8888 3500 2007-03-23 122.19 3570.75 3500.00 70.75 -4.57 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 44 75000.0 99999.0 Q1 2007
719 092B33921583152892586B5 2007-06-26 C 36 Completed 2009-12-06 0.13905 0.1320 0.1220 NaN NaN NaN NaN NaN NaN 0 NaN Analyst Full-time 28.0 False False NaN 2007-06-26 640.0 659.0 1999-11-30 5.0 5.0 8.0 3 363.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 14953.0 1.02 195.0 8.0 0.75 0.0 0.16000 True 3750.000000 95EE3392915408261D8B1F8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 16698 6001 2007-07-06 202.78 7093.28 6001.00 1092.28 -82.75 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 191 25000.0 49999.0 Q3 2007
721 093B338145610586688B7D2 2007-02-01 HR 36 Defaulted 2007-11-07 0.30596 0.2900 0.2750 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN False True 5F7333745770009842EE0A7 2007-01-29 460.0 479.0 2003-06-30 NaN NaN 5.0 0 0.0 27.0 29.0 4.0 NaN 0.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.16000 True 2100.000000 00D33381285491849DCE64A NaN NaN NaN NaN NaN NaN NaN NaN 168 9.0 85 7313 1225 2007-02-09 51.33 201.41 91.91 109.50 -1.95 0.0000 1133.09 1133.09 0.00 1.0 0 0 0.00 7 NaN NaN Q1 2007
722 093B3394786173941C8A658 2007-07-19 A 36 Defaulted 2010-02-02 0.10582 0.0989 0.0939 NaN NaN NaN NaN NaN NaN 0 GA Tradesman - Mechanic Full-time 84.0 True False NaN 2007-07-08 740.0 759.0 1998-01-12 13.0 12.0 23.0 11 430.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 15917.0 0.42 21433.0 22.0 1.00 1.0 0.22000 True 2500.000000 68A33396336674685621754 NaN NaN NaN NaN NaN NaN NaN NaN 515 30.0 79 17512 4000 2007-08-01 128.86 3206.50 2626.43 580.07 -29.00 0.0000 1373.57 1373.57 0.00 1.0 0 0 0.00 160 25000.0 49999.0 Q3 2007
725 0A333418840357177C59FEC 2008-04-27 NaN 36 Completed 2011-11-22 0.10082 0.0800 0.0700 NaN NaN NaN NaN NaN NaN 1 OH Food Service Management Full-time 37.0 False True 72043366788878145C82141 2009-10-22 740.0 759.0 2003-12-26 5.0 4.0 11.0 3 71.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 1617.0 0.20 2671.0 11.0 1.00 0.0 NaN False 1400.000000 F1613570998635537E0DC17 1.0 25.0 25.0 0.0 0.0 5000.0 1689.63 35.0 0 NaN 52 39392 2348 2009-11-12 73.58 2613.29 2347.99 265.30 -33.17 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 120 1.0 24999.0 Q4 2009
730 3D393381553478251ACDA2A 2007-02-04 HR 36 Completed 2010-01-13 0.23748 0.2300 0.2050 NaN NaN NaN NaN NaN NaN 0 AZ Other Not available NaN False True 53B43365132049036C341A5 2007-02-02 520.0 539.0 2002-09-20 NaN NaN 3.0 3 122.0 0.0 5.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.10000 True 2333.333333 7D95338028816988727A754 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7377 3000 2007-02-13 116.13 4059.29 3018.32 1040.97 -24.79 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 28 NaN NaN Q1 2007
732 3D49339081624908188719E 2007-06-07 D 36 Defaulted 2009-05-13 0.22995 0.2225 0.2125 NaN NaN NaN NaN NaN NaN 0 ME Other Full-time 21.0 False False NaN 2007-06-07 600.0 619.0 2004-11-23 10.0 10.0 19.0 7 115.0 6.0 26.0 0.0 0.0 0.0 0.0 0.0 3731.0 0.22 5081.0 11.0 1.00 4.0 0.27000 True 2833.333333 486433910608054858CB7DD NaN NaN NaN NaN NaN NaN NaN NaN 426 24.0 81 15912 4000 2007-06-12 0.00 2759.04 1656.14 1102.90 -43.73 -787.0100 2343.88 0.00 1350.12 1.0 0 0 0.00 38 25000.0 49999.0 Q2 2007
735 3D5C34204606672915208D3 2008-04-28 B 36 Completed 2011-06-10 0.14974 0.1355 0.1255 NaN NaN NaN NaN NaN NaN 1 PA Architect Full-time 17.0 False False NaN 2008-06-01 700.0 719.0 1995-08-31 11.0 9.0 19.0 5 333.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12102.0 0.57 7286.0 19.0 0.78 0.0 0.35000 True 3250.000000 30C9342285470981381F544 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32539 10000 2008-06-10 337.77 12227.06 10000.00 2227.06 -164.39 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 277 25000.0 49999.0 Q2 2008
739 312334218045842214E5187 2008-06-05 C 36 Completed 2011-06-13 0.12562 0.1045 0.0945 NaN NaN NaN NaN NaN NaN 4 AL Other Full-time 77.0 False False NaN 2008-06-05 660.0 679.0 2000-06-17 1.0 0.0 3.0 0 0.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 0.0 3.0 0.33 0.0 0.03000 True 2333.333333 4EA134243044130922B3972 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32758 2000 2008-06-13 45.97 2342.55 2000.00 342.55 -32.77 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 38 25000.0 49999.0 Q2 2008
743 3146342014834032651EEC1 2008-04-24 C 36 Completed 2010-06-28 0.12562 0.1045 0.0945 NaN NaN NaN NaN NaN NaN 4 VA Computer Programmer Full-time 4.0 False False NaN 2008-04-24 640.0 659.0 2003-06-13 10.0 10.0 11.0 9 434.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 12388.0 0.86 1957.0 11.0 0.90 1.0 0.21000 True 4416.666667 379D3419763805147C96010 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30627 7400 2008-05-06 240.34 8442.70 7399.33 1043.37 -99.84 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 141 50000.0 74999.0 Q2 2008
747 00E43398058234004261551 2007-08-12 D 36 Chargedoff 2009-08-23 0.24753 0.2400 0.2250 NaN NaN NaN NaN NaN NaN 0 MO Tradesman - Plumber Full-time 112.0 False True C9643379247860156A00EC0 2007-07-31 620.0 639.0 1986-09-15 3.0 3.0 18.0 2 30.0 11.0 19.0 0.0 0.0 7.0 0.0 0.0 551.0 0.91 49.0 15.0 0.73 1.0 0.41000 True 2289.583333 2197339905723444419D738 NaN NaN NaN NaN NaN NaN NaN NaN 1781 24.0 79 18326 4000 2007-08-24 156.93 2852.91 1470.97 1381.94 -43.70 -133.4000 2498.61 2529.03 0.00 1.0 0 0 0.00 41 25000.0 49999.0 Q3 2007
755 465F3399971618754067456 2007-09-11 B 36 Completed 2010-09-19 0.12700 0.1200 0.1100 NaN NaN NaN NaN NaN NaN 0 MT Other Full-time 80.0 False False NaN 2007-09-10 680.0 699.0 1993-02-01 2.0 1.0 7.0 1 15.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 222.0 0.45 268.0 6.0 0.83 0.0 0.03000 True 4291.666667 D8643400015805746FD81E1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19358 3500 2007-09-19 116.25 4185.95 3499.92 686.03 -57.17 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 24 50000.0 74999.0 Q3 2007
758 467733802405516347BDB86 2007-01-21 C 36 Completed 2010-02-02 0.17219 0.1650 0.1450 NaN NaN NaN NaN NaN NaN 0 CA Sales - Commission Not available NaN True True 783C3371218786870A73D20 2007-01-19 640.0 659.0 1996-11-05 NaN NaN 19.0 11 2003.0 4.0 17.0 1.0 NaN 0.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.37000 True 7083.333333 AAFF338048918193088CE69 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 7055 10000 2007-01-31 354.04 12494.46 10000.00 2494.46 -83.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 285 NaN NaN Q1 2007
762 0A5F3416951046081827F5C 2008-03-22 B 36 Completed 2010-02-17 0.13209 0.1180 0.1080 NaN NaN NaN NaN NaN NaN 4 AL Student - College Senior Part-time 2.0 False False NaN 2008-03-22 700.0 719.0 1996-05-25 9.0 7.0 16.0 7 254.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 5072.0 0.11 14785.0 14.0 0.85 1.0 0.30000 True 1250.000000 D938341684217231424106F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29382 3500 2008-04-08 115.92 4089.54 3506.38 583.16 -48.44 -39.4200 0.00 0.00 0.00 1.0 0 0 0.00 155 1.0 24999.0 Q2 2008
772 3D743417918330010E59A92 2008-04-08 AA 36 Completed 2010-12-15 0.10491 0.0980 0.0980 NaN NaN NaN NaN NaN NaN 1 GA Other Full-time 2.0 True False NaN 2008-04-03 820.0 839.0 1992-09-09 8.0 8.0 25.0 9 448.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 19562.0 0.23 60579.0 23.0 1.00 1.0 NaN False 0.000000 E02034173320445016C3E78 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29671 3500 2008-04-15 112.61 3983.82 3499.98 483.84 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 147 0.0 0.0 Q2 2008
781 31803417032608077E3BF2D 2008-04-06 C 36 Completed 2011-04-05 0.15863 0.1371 0.1271 NaN NaN NaN NaN NaN NaN 3 IL Clerical Full-time 31.0 False False NaN 2008-04-03 640.0 659.0 1989-09-22 4.0 3.0 35.0 1 21.0 1.0 2.0 0.0 0.0 0.0 1.0 1.0 526.0 0.00 0.0 29.0 0.89 1.0 0.24000 True 2211.166667 019D3418676222816ED90C4 1.0 6.0 6.0 0.0 0.0 5800.0 5076.21 0.0 0 NaN 71 29504 1800 2008-04-10 33.86 2079.32 1676.64 402.68 -28.62 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 66 25000.0 49999.0 Q2 2008
782 319133831048963892E5966 2007-03-16 D 36 Completed 2010-03-27 0.15713 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 0 NaN Sales - Retail Full-time 28.0 False True 646B33816370630650FE169 2007-03-12 620.0 639.0 2001-08-17 6.0 5.0 24.0 5 288.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 10583.0 0.88 1417.0 9.0 0.77 0.0 0.35000 True 2250.000000 2C2B338520682057448D7A6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8978 4500 2007-03-27 151.04 5620.59 4500.00 1120.59 -74.71 0.0000 0.00 0.00 0.00 1.0 1 1 125.00 90 25000.0 49999.0 Q1 2007
785 31A4342788140249043B118 2008-07-28 D 36 Chargedoff 2009-10-08 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 7 NY Civil Service Full-time 139.0 False False NaN 2008-07-28 600.0 619.0 1997-01-01 4.0 2.0 32.0 2 25.0 6.0 15.0 0.0 0.0 18.0 1.0 1.0 263.0 0.87 37.0 31.0 0.74 1.0 0.05000 True 3333.333333 6968342722424251459C6BF NaN NaN NaN NaN NaN NaN NaN NaN 1737 14.0 67 35133 3000 2008-08-07 135.71 1221.39 489.52 731.87 -20.91 -189.0000 2510.48 2510.48 700.00 1.0 0 0 0.00 37 25000.0 49999.0 Q3 2008
790 012034185451269012303F2 2008-04-24 E 36 Completed 2011-05-02 0.07045 0.0500 0.0400 NaN NaN NaN NaN NaN NaN 4 FL Teacher Full-time 32.0 False False NaN 2008-04-24 580.0 599.0 1994-07-25 8.0 6.0 72.0 7 175.0 3.0 13.0 2.0 662.0 7.0 0.0 0.0 3745.0 0.86 495.0 38.0 0.87 0.0 0.20000 True 3166.666667 89C1341949757350871F2EE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30478 1000 2008-05-02 0.00 1098.20 1000.00 98.20 -16.62 0.0000 0.00 0.00 0.00 1.0 0 1 1000.00 1 25000.0 49999.0 Q2 2008
794 00EF338150577356881AD6B 2007-02-11 NC 36 Completed 2010-02-22 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False False NaN 2007-02-11 0.0 19.0 NaT NaN NaN NaN 0 0.0 NaN 0.0 NaN NaN NaN NaN NaN NaN NaN 0.0 0.0 0.00 0.0 NaN True 115.583333 9C783382679752780A231FD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7697 4000 2007-02-22 167.62 6028.14 4000.00 2028.14 -34.97 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 38 NaN NaN Q1 2007
795 00F0343244233918981458D 2008-09-14 B 36 Completed 2011-09-16 0.14621 0.1320 0.1220 NaN NaN NaN NaN NaN NaN 7 FL Nurse (RN) Full-time 73.0 True False NaN 2008-09-14 700.0 719.0 1994-04-06 8.0 8.0 28.0 6 479.0 1.0 8.0 0.0 0.0 8.0 0.0 0.0 24160.0 0.29 8018.0 26.0 0.88 1.0 0.36000 True 3433.333333 DE1034321530306460347FE 1.0 11.0 11.0 0.0 0.0 12000.0 8919.77 0.0 0 NaN 66 36944 10000 2008-09-23 337.90 12164.25 9999.99 2164.26 -163.97 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 277 25000.0 49999.0 Q3 2008
796 028C341369191670823894C 2008-03-03 B 36 Completed 2011-03-12 0.12201 0.1080 0.0980 NaN NaN NaN NaN NaN NaN 1 FL Other Full-time 53.0 True False NaN 2008-03-03 680.0 699.0 1992-02-01 8.0 7.0 28.0 4 542.0 1.0 8.0 0.0 0.0 13.0 0.0 0.0 26754.0 0.41 407.0 21.0 0.77 0.0 0.17000 True 6711.000000 5D1D3415358798107DF1D26 1.0 14.0 13.0 1.0 0.0 10000.0 6567.02 40.0 0 NaN 72 28377 2500 2008-03-12 61.21 2943.36 2500.00 443.36 -41.04 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 156 75000.0 99999.0 Q1 2008
797 028D3374571719498DE64FB 2006-11-12 E 36 Completed 2006-12-13 0.26914 0.2500 0.2450 NaN NaN NaN NaN NaN NaN 0 NaN Retail Management Not available NaN False False NaN 2006-11-12 540.0 559.0 2001-08-24 NaN NaN 13.0 8 135.0 2.0 18.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.60000 True 1583.333333 04F83372788359592A794B0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 88 4731 1000 2006-11-17 39.76 1017.81 1000.00 17.81 -0.36 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 2 NaN NaN Q4 2006
800 02493383040797381B15FB8 2007-03-09 HR 36 Chargedoff 2009-08-16 0.22489 0.2100 0.2000 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 90.0 True True B28133662483894016614D8 2007-02-28 540.0 559.0 1994-09-13 6.0 5.0 29.0 2 43.0 8.0 26.0 1.0 0.0 35.0 1.0 0.0 869.0 0.72 328.0 25.0 0.64 3.0 0.13000 True 5750.000000 0675338354924801786541D NaN NaN NaN NaN NaN NaN NaN NaN 1790 29.0 84 8565 5000 2007-03-15 188.38 4506.12 2943.95 1562.17 -73.95 0.0000 2056.05 2056.05 0.00 1.0 0 0 0.00 132 50000.0 74999.0 Q1 2007
802 025233709279197528677D3 2006-10-20 D 36 Defaulted 2007-04-26 0.29776 0.2900 0.2800 NaN NaN NaN NaN NaN NaN 0 MO Student - Technical School Not available NaN False True BAE93365625072437A1CBD9 2006-10-20 620.0 639.0 NaT NaN NaN NaN 1 20.0 NaN 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN True 960.000000 BE923371029357720A40A5A NaN NaN NaN NaN NaN NaN NaN NaN 156 6.0 89 4217 2500 2006-10-26 104.76 103.69 43.18 60.51 -1.06 0.0000 2456.82 2456.82 0.00 1.0 0 0 0.00 1 NaN NaN Q4 2006
807 469B34032701275879811B2 2007-10-16 A 36 Completed 2010-10-26 0.12700 0.1200 0.1150 NaN NaN NaN NaN NaN NaN 0 MI Nurse's Aide Full-time 1.0 True False NaN 2007-10-09 720.0 739.0 1998-12-30 13.0 12.0 28.0 6 305.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 13384.0 0.54 4954.0 27.0 0.92 3.0 0.33000 True 2500.000000 392A3403672393304326BC3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21154 5000 2007-10-26 166.07 5980.51 4999.98 980.53 -40.86 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 61 25000.0 49999.0 Q4 2007
813 46B93378483411671205E50 2007-01-10 A 36 Completed 2007-10-11 0.13453 0.1275 0.1150 NaN NaN NaN NaN NaN NaN 0 OR Other Not available NaN True True 783C3371218786870A73D20 2007-01-03 740.0 759.0 1996-04-28 NaN NaN 34.0 14 1250.0 4.0 12.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.31000 True 5500.000000 0FE8337956318624428646E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 7061 19000 2007-01-31 637.90 20441.16 19000.00 1441.16 -60.06 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 360 NaN NaN Q1 2007
816 09F93379520554293A9E7B5 2007-01-29 B 36 Defaulted 2007-09-06 0.21438 0.2070 0.1870 NaN NaN NaN NaN NaN NaN 0 CA Sales - Commission Not available NaN True True 783C3371218786870A73D20 2007-01-29 680.0 699.0 1994-11-02 NaN NaN 22.0 8 894.0 3.0 9.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.86000 True 2416.666667 56433381879449236794DDB NaN NaN NaN NaN NaN NaN NaN NaN 280 7.0 85 7250 8500 2007-02-08 318.93 617.48 356.68 260.80 -6.79 0.0000 8143.32 8143.32 0.00 1.0 0 0 0.00 124 NaN NaN Q1 2007
819 0A0E3392598823586B9026D 2007-06-28 D 36 Chargedoff 2009-08-03 0.26752 0.2599 0.2399 NaN NaN NaN NaN NaN NaN 0 MN Truck Driver Full-time 45.0 False True 223133764057631067F3FD8 2007-06-28 620.0 639.0 1989-06-01 22.0 13.0 32.0 10 696.0 1.0 6.0 0.0 0.0 4.0 0.0 0.0 17490.0 0.72 6701.0 29.0 0.75 1.0 0.60000 True 3333.333333 1B5A33936114974693113F9 NaN NaN NaN NaN NaN NaN NaN NaN 1803 25.0 80 16557 3000 2007-07-02 120.86 2377.17 1376.80 1000.37 -40.03 0.0000 1623.19 1623.20 0.00 1.0 0 0 0.00 10 25000.0 49999.0 Q3 2007
820 0A103382187008224AAF7C8 2007-02-10 C 36 Completed 2009-10-19 0.13202 0.1250 0.1150 NaN NaN NaN NaN NaN NaN 0 WI Other Not available NaN True True 5AFC33643897547591BD1C8 2007-02-09 660.0 679.0 1995-04-15 NaN NaN 21.0 5 327.0 3.0 6.0 0.0 NaN 3.0 2.0 NaN NaN NaN 0.0 18.0 0.72 0.0 0.11000 True 6666.666667 9AF93382851708952181291 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7668 5000 2007-02-21 167.27 5959.01 5000.00 959.01 -39.96 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 135 NaN NaN Q1 2007
821 0A6F3428561159131449941 2008-08-17 A 36 Completed 2008-09-09 0.10033 0.0865 0.0765 NaN NaN NaN NaN NaN NaN 2 CO Pilot - Private/Commercial Full-time 41.0 True False NaN 2008-08-17 740.0 759.0 1996-10-01 14.0 12.0 27.0 8 548.0 3.0 3.0 0.0 0.0 0.0 0.0 0.0 27022.0 0.87 3407.0 26.0 0.84 1.0 0.24000 True 6250.000000 612D3428938149387FEA6E7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35950 4500 2008-08-26 142.37 4514.93 4500.00 14.93 -1.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 230 75000.0 99999.0 Q3 2008
824 3D983405689337877BEA3AF 2007-11-28 B 36 Chargedoff 2011-02-06 0.18726 0.1800 0.1700 NaN NaN NaN NaN NaN NaN 0 AZ Executive Full-time 10.0 False False NaN 2007-11-28 680.0 699.0 1984-04-19 11.0 9.0 22.0 8 364.0 0.0 3.0 0.0 0.0 3.0 0.0 0.0 14915.0 0.15 13703.0 18.0 0.68 3.0 0.24000 True 7916.666667 31C33407185880548E98A0C NaN NaN NaN NaN NaN NaN NaN NaN 1250 38.0 75 22281 25000 2007-12-07 903.81 29825.73 22353.45 7472.28 -415.12 0.0000 2646.56 2646.55 0.00 1.0 0 0 0.00 408 75000.0 99999.0 Q4 2007
826 3DAE3411333739988854809 2008-02-06 B 36 Completed 2008-09-19 0.15428 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 1 WA Other Full-time 20.0 False False NaN 2008-02-06 680.0 699.0 2000-08-30 17.0 14.0 26.0 11 1030.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 44633.0 0.71 17687.0 22.0 1.00 0.0 0.49000 True 3750.000000 C6E63413432117485E0CF19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27414 10000 2008-02-13 341.78 10779.18 10000.00 779.18 -55.66 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 183 25000.0 49999.0 Q1 2008
827 3DB434038746435242C34AB 2007-11-06 B 36 Completed 2010-09-28 0.18726 0.1800 0.1700 NaN NaN NaN NaN NaN NaN 0 MN Other Part-time 43.0 True False NaN 2007-11-06 680.0 699.0 1991-04-22 2.0 2.0 24.0 0 0.0 5.0 14.0 1.0 0.0 11.0 1.0 0.0 0.0 0.00 0.0 16.0 0.68 0.0 0.36000 True 1437.000000 73D33404497069261C438A6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21755 4600 2007-11-19 166.30 5981.99 4600.00 1381.99 -76.78 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 46 1.0 24999.0 Q4 2007
830 3DBB3407013762579783863 2007-12-02 AA 36 Completed 2009-04-10 0.08985 0.0830 0.0830 NaN NaN NaN NaN NaN NaN 0 VA Executive Full-time 73.0 True False NaN 2007-12-02 820.0 839.0 1980-05-27 18.0 16.0 41.0 18 201.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 15704.0 0.05 226076.0 38.0 0.94 0.0 0.11000 True 15000.000000 34703406647090537F00FAE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23606 4900 2007-12-13 154.23 5337.67 4900.00 437.67 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 163 100000.0 100000.0 Q4 2007
835 31E134003262023293BBFCA 2007-09-27 C 36 Defaulted 2008-04-09 0.22051 0.2131 0.2031 NaN NaN NaN NaN NaN NaN 0 CA Nurse (LPN) Full-time 9.0 True True 15F4336475221351830DFB3 2007-09-20 640.0 659.0 1996-06-07 4.0 5.0 16.0 3 13.0 1.0 14.0 4.0 3337.0 1.0 1.0 0.0 25.0 0.02 825.0 12.0 0.57 2.0 0.20000 True 4166.666667 8CB33402012679622E28343 NaN NaN NaN NaN NaN NaN NaN NaN 1945 6.0 77 20492 10000 2007-10-10 378.34 378.34 197.35 180.99 -8.49 0.0000 9802.65 9802.65 0.00 1.0 0 0 0.00 94 50000.0 74999.0 Q4 2007
836 31E5336603446845978E3CA 2006-07-19 E 36 Chargedoff 2009-06-25 0.25747 0.2475 0.2300 NaN NaN NaN NaN NaN NaN 0 WA NaN NaN NaN False True F555336594467179889CEFB 2006-07-19 540.0 559.0 1988-08-23 NaN NaN 32.0 1 27.0 4.0 7.0 13.0 NaN 15.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.14000 True 5416.666667 4A7F3365386284023D2CC0E NaN NaN NaN NaN NaN NaN NaN NaN 1840 36.0 92 2048 1900 2006-07-24 75.29 2183.16 1413.49 769.67 -16.21 0.0000 486.56 486.51 0.00 1.0 0 0 0.00 18 NaN NaN Q3 2006
842 026D336475193919044AA93 2006-05-27 HR 36 Defaulted 2007-04-08 0.24859 0.2375 0.2325 NaN NaN NaN NaN NaN NaN 0 AZ NaN NaN NaN False False ACD93365117236917D1BFD4 2006-05-27 460.0 479.0 1996-07-31 NaN NaN 5.0 0 0.0 7.0 NaN 3.0 NaN 4.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.07000 True 1871.666667 FB093364597139982F7296A NaN NaN NaN NaN NaN NaN NaN NaN 174 10.0 93 1216 1700 2006-06-08 66.47 317.35 137.89 179.46 -3.42 0.0000 1562.10 1562.11 0.00 1.0 0 0 0.00 12 NaN NaN Q2 2006
852 46CA3381814060927A22DD6 2007-02-06 B 36 Completed 2010-02-22 0.15713 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 0 NH Professional Not available NaN False True CD0E3364909037313F32874 2007-01-30 700.0 719.0 1987-11-01 NaN NaN 16.0 4 573.0 1.0 8.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.18000 True 8858.166667 B9463381576067318027E2C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7742 25000 2007-02-22 866.63 30980.08 25000.00 5980.08 -206.21 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 226 NaN NaN Q1 2007
853 46CE3379265414699AE7A57 2007-01-18 HR 36 Completed 2008-02-26 0.30081 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2007-01-18 480.0 499.0 1995-12-05 NaN NaN 14.0 4 102.0 1.0 8.0 3.0 NaN 5.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 2500.000000 244E337959570396249962F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6900 1800 2007-01-26 75.43 2081.90 1800.00 281.90 -4.85 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 20 NaN NaN Q1 2007
859 46EE34223473541024FC718 2008-05-27 C 36 Defaulted 2010-08-04 0.17018 0.1485 0.1385 NaN NaN NaN NaN NaN NaN 4 VA Executive Full-time 48.0 False False NaN 2008-05-27 660.0 679.0 1984-10-05 7.0 7.0 10.0 4 64.0 2.0 3.0 0.0 0.0 5.0 0.0 0.0 1013.0 0.85 145.0 10.0 0.70 2.0 0.17000 True 9166.666667 10803423366744489AE9A74 NaN NaN NaN NaN NaN NaN NaN NaN 848 26.0 69 32248 7000 2008-06-04 242.14 4934.94 3420.11 1514.83 -97.97 -648.6700 3579.91 3033.15 1615.49 1.0 0 0 0.00 146 100000.0 100000.0 Q2 2008
862 0A87342202131873676F210 2008-06-04 C 36 Completed 2009-10-27 0.19906 0.1770 0.1670 NaN NaN NaN NaN NaN NaN 4 RI Other Full-time 31.0 False False NaN 2008-06-04 660.0 679.0 1995-11-27 5.0 5.0 7.0 5 232.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 6293.0 0.63 3607.0 6.0 0.83 0.0 0.32000 True 1590.000000 B98334240032667145080E9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32763 7500 2008-06-13 270.02 8983.68 7500.00 1483.68 -83.82 0.0000 0.00 0.00 0.00 1.0 1 1 500.00 175 1.0 24999.0 Q2 2008
865 0A8A34100334233603DD4F3 2008-01-15 AA 36 Completed 2009-10-05 0.07981 0.0730 0.0730 NaN NaN NaN NaN NaN NaN 4 NY Computer Programmer Full-time 45.0 False False NaN 2008-01-15 760.0 779.0 2001-02-20 8.0 7.0 11.0 7 115.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2296.0 0.08 23434.0 11.0 1.00 1.0 0.02000 True 11666.666667 4867341161464790023AFF7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 74 25723 2690 2008-01-23 83.43 2895.79 2690.00 205.79 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 95 100000.0 100000.0 Q1 2008
868 46F63428353710348386631 2008-08-12 B 36 Completed 2011-08-20 0.13588 0.1182 0.1082 NaN NaN NaN NaN NaN NaN 7 IN Other Full-time 36.0 True False NaN 2008-08-12 700.0 719.0 1994-09-23 11.0 7.0 38.0 6 156.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 12854.0 0.69 5646.0 26.0 0.88 2.0 0.48000 True 1500.000000 E89E34292353056556064F2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35751 1000 2008-08-20 33.13 1192.68 1000.00 192.68 -16.30 0.0000 0.00 0.00 0.00 1.0 2 0 0.00 35 1.0 24999.0 Q3 2008
873 439F3412126532502C3B600 2008-02-03 HR 36 Completed 2011-02-15 0.32358 0.2998 0.2898 NaN NaN NaN NaN NaN NaN 1 UT Tradesman - Mechanic Full-time 16.0 False True 35473375620150707406EAF 2008-01-20 520.0 539.0 2003-01-22 2.0 2.0 14.0 1 0.0 1.0 7.0 3.0 671.0 13.0 2.0 0.0 0.0 0.00 0.0 7.0 0.23 0.0 0.18000 True 2333.333333 53AF34136348884725DF49C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27474 3000 2008-02-15 102.89 4259.39 2724.75 1534.64 -50.18 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 62 25000.0 49999.0 Q1 2008
880 3DDA3429940114855A9F3D6 2008-09-03 D 36 Completed 2011-06-28 0.22237 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 5 WA Fireman Full-time 140.0 False False NaN 2008-09-02 620.0 639.0 1993-09-08 4.0 5.0 18.0 4 126.0 2.0 4.0 1.0 0.0 10.0 0.0 0.0 403.0 0.61 116.0 10.0 0.60 0.0 0.14000 True 5416.666667 F9973432240849864C96C8F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36675 1000 2008-09-16 0.00 1315.38 965.35 350.03 -16.76 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 53 50000.0 74999.0 Q3 2008
888 322433756775202473085DB 2006-12-06 AA 36 Chargedoff 2010-01-19 0.14960 0.1425 0.1350 NaN NaN NaN NaN NaN NaN 0 MA Police Officer/Correction Officer Not available NaN True True BAE93365625072437A1CBD9 2006-11-21 760.0 779.0 1990-07-18 NaN NaN 53.0 15 418.0 7.0 12.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.56000 True 3333.333333 303B33769887004782BB436 NaN NaN NaN NaN NaN NaN NaN NaN 1632 37.0 87 5713 24000 2006-12-20 823.18 26244.47 20796.26 5448.21 -194.58 0.0000 3203.73 3203.74 0.00 1.0 0 0 0.00 366 NaN NaN Q4 2006
897 0AF53420989182846AAD718 2008-05-22 D 36 Completed 2011-06-03 0.16461 0.1430 0.1330 NaN NaN NaN NaN NaN NaN 1 DC Other Full-time 224.0 False False NaN 2008-05-20 620.0 639.0 1992-04-01 5.0 4.0 21.0 4 405.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 12669.0 1.02 0.0 10.0 0.72 0.0 0.22000 True 3500.000000 50D93423150874365CFF624 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32156 7500 2008-06-03 256.26 9268.65 7500.01 1768.64 -123.68 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 225 25000.0 49999.0 Q2 2008
902 02F73423672949966CF27EE 2008-06-23 C 36 Chargedoff 2009-07-01 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 3 MO Civil Service Full-time 122.0 True False NaN 2008-06-22 660.0 679.0 1995-08-09 7.0 7.0 41.0 6 713.0 2.0 8.0 1.0 107.0 2.0 0.0 0.0 27026.0 0.99 468.0 31.0 0.90 0.0 0.24000 True 4166.666667 CAD53424648013327CFD567 NaN NaN NaN NaN NaN NaN NaN NaN 1714 12.0 69 33511 5000 2008-06-30 226.18 1583.26 607.33 975.93 -27.88 0.0000 4392.67 4392.67 859.72 1.0 0 0 0.00 61 50000.0 74999.0 Q2 2008
905 02373365894954374C37C9C 2006-05-24 C 36 Completed 2007-01-26 0.15914 0.1520 0.1470 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True False NaN 2006-05-24 640.0 659.0 1995-03-26 NaN NaN 18.0 0 0.0 2.0 NaN 0.0 NaN 20.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 3333.333333 C7983364487662402DF74D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1170 5000 2006-06-06 173.82 5447.59 5000.00 447.59 -14.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 NaN NaN Q2 2006
912 7A41337257909407897EB67 2006-11-14 NC 36 Defaulted 2007-11-18 0.27276 0.2600 0.2450 NaN NaN NaN NaN NaN NaN 0 IL Clerical Not available NaN False True FE113364863511529673D04 2006-11-10 0.0 19.0 2001-03-21 NaN NaN 2.0 0 0.0 0.0 2.0 0.0 NaN 3.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.03000 True 2316.666667 219A3374837043585EE9D11 NaN NaN NaN NaN NaN NaN NaN NaN 158 12.0 88 4746 1500 2006-11-20 60.44 414.88 209.79 205.09 -4.10 0.0000 1290.20 1290.21 0.00 1.0 0 0 0.00 11 NaN NaN Q4 2006
916 865C3417106527694A137F5 2008-03-21 AA 36 Completed 2008-10-01 0.07032 0.0590 0.0490 NaN NaN NaN NaN NaN NaN 3 PA Nurse (RN) Full-time 97.0 True False NaN 2008-05-19 800.0 819.0 1990-01-01 13.0 11.0 34.0 10 145.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 6893.0 0.10 46955.0 29.0 1.00 1.0 0.16000 True 9166.666667 3B1434220781535388B0CEF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31954 1500 2008-05-29 45.56 1529.11 1500.00 29.11 -4.93 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 41 100000.0 100000.0 Q2 2008
917 7FC53366128277829738FCD 2006-08-09 A 36 Completed 2009-08-15 0.15713 0.1500 0.1425 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN True True EF543365873906104DC9A04 2006-08-08 720.0 739.0 1984-05-11 NaN NaN 17.0 3 296.0 6.0 14.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN False 0.000000 876B3366000239247C55054 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2552 8000 2006-08-15 274.24 9953.49 8000.00 1953.49 -66.22 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 63 NaN NaN Q3 2006
918 7FCB3377964403022126D5E 2007-01-09 D 36 Completed 2007-09-05 0.16838 0.1594 0.1544 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False False NaN 2007-01-09 620.0 639.0 1997-03-27 NaN NaN 8.0 5 371.0 1.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.36000 True 1333.333333 EDE83379320910439F7E700 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6724 2000 2007-01-23 70.25 2105.09 2000.00 105.09 -3.29 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 82 NaN NaN Q1 2007
920 3E2A3366343764375BBCC30 2006-07-24 E 36 Defaulted 2007-06-05 0.28018 0.2725 0.2550 NaN NaN NaN NaN NaN NaN 0 TX Professional Not available NaN False True 4AC5336492870256755D273 2006-07-24 560.0 579.0 1988-02-01 NaN NaN 48.0 3 44.0 0.0 7.0 1.0 NaN 29.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.23000 True 10416.666667 197E3365458519245769DFC NaN NaN NaN NaN NaN NaN NaN NaN 204 11.0 91 2309 9500 2006-08-04 389.11 1897.70 902.29 995.41 -19.15 0.0000 8597.70 8597.71 0.00 1.0 0 0 0.00 28 NaN NaN Q3 2006
922 3E2D3423522810860DBC36B 2008-06-04 B 36 Completed 2011-06-12 0.11142 0.0975 0.0875 NaN NaN NaN NaN NaN NaN 4 MN Other Full-time 42.0 False False NaN 2008-06-04 700.0 719.0 1988-10-14 1.0 1.0 7.0 0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 0.0 5.0 0.80 0.0 0.06000 True 4233.333333 B95F342385766991916D305 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32693 2000 2008-06-12 64.30 2307.45 1999.98 307.47 -31.54 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 72 50000.0 74999.0 Q2 2008
925 3E3433922126029443BBDFF 2007-06-12 C 36 Defaulted 2010-01-26 0.19228 0.1850 0.1650 NaN NaN NaN NaN NaN NaN 0 NaN Other Retired 31.0 False True 3DDD3383706516252C1E3BD 2007-06-08 660.0 679.0 1990-02-01 6.0 4.0 22.0 2 84.0 7.0 14.0 1.0 47.0 1.0 0.0 0.0 2738.0 0.84 250.0 19.0 0.80 1.0 0.27000 True 5283.333333 47EB3393161722287B46920 NaN NaN NaN NaN NaN NaN NaN NaN 294 31.0 81 16437 13000 2007-06-27 473.25 12094.15 8407.54 3686.61 -189.83 -120.6900 4647.35 4592.46 0.00 1.0 1 1 400.00 328 50000.0 74999.0 Q2 2007
927 3E393418801908904F734EB 2008-04-16 A 36 Completed 2010-04-06 0.10739 0.0935 0.0835 NaN NaN NaN NaN NaN NaN 4 PA Other Retired 50.0 True False NaN 2008-04-16 720.0 739.0 1982-03-01 28.0 22.0 69.0 17 352.0 1.0 11.0 0.0 0.0 0.0 0.0 0.0 14821.0 0.25 38695.0 66.0 1.00 1.0 0.43000 True 2416.666667 93A13419206076364CABCB9 1.0 11.0 11.0 0.0 0.0 2000.0 488.63 -40.0 0 NaN 71 30054 3000 2008-04-24 95.89 3306.11 3000.00 306.11 -32.74 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 78 25000.0 49999.0 Q2 2008
931 3E493378888763904A2C726 2007-01-21 HR 36 Completed 2008-09-25 0.29223 0.2845 0.2595 NaN NaN NaN NaN NaN NaN 0 GA Retail Management Not available NaN True True 5EA73366320555283BA0246 2007-01-21 480.0 499.0 2001-10-24 NaN NaN 4.0 0 0.0 0.0 3.0 1.0 NaN 11.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06000 True 2166.666667 0C493379613969857AB9FEE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 7026 3050 2007-01-31 126.90 4122.03 3050.00 1072.03 -20.27 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 40 NaN NaN Q1 2007
934 3E5D33864937239346789A5 2007-04-15 B 36 Chargedoff 2008-04-23 0.15613 0.1490 0.1390 NaN NaN NaN NaN NaN NaN 0 FL Professional Full-time 72.0 True False NaN 2007-04-15 680.0 699.0 1981-12-01 11.0 8.0 21.0 9 218.0 0.0 4.0 1.0 959.0 0.0 0.0 0.0 11454.0 0.56 8746.0 19.0 0.71 0.0 0.19000 True 6599.666667 FEEE3387250158098975E5E NaN NaN NaN NaN NaN NaN NaN NaN 2268 12.0 83 13215 20000 2007-04-24 692.33 4846.31 3218.20 1628.11 -109.28 0.0000 16781.79 16781.80 0.00 1.0 0 0 0.00 362 75000.0 99999.0 Q2 2007
935 3E6334163897800675BCE34 2008-03-19 AA 36 Completed 2008-05-06 0.06688 0.0499 0.0499 NaN NaN NaN NaN NaN NaN 4 CA Other Full-time 189.0 True False NaN 2008-03-16 860.0 879.0 1980-07-01 4.0 4.0 26.0 4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 85000.0 25.0 1.00 0.0 0.00000 True 9000.000000 81C4341590503783575A99D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28976 1000 2008-03-28 29.97 1005.30 1000.00 5.30 0.00 0.0000 0.00 0.00 0.00 1.0 2 0 0.00 27 100000.0 100000.0 Q1 2008
941 43F333968831417681FCE34 2007-08-21 B 36 Completed 2007-10-05 0.13705 0.1300 0.1200 NaN NaN NaN NaN NaN NaN 0 MO Clerical Full-time 178.0 True False NaN 2007-08-21 700.0 719.0 1986-01-01 15.0 9.0 32.0 8 365.0 4.0 14.0 0.0 0.0 0.0 0.0 0.0 15936.0 0.60 5652.0 30.0 1.00 2.0 0.16000 True 4600.000000 5093339807717220901C565 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18363 6000 2007-08-27 202.16 6082.18 6000.00 82.18 -6.33 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 38 50000.0 74999.0 Q3 2007
944 43FF3376880102473FEABD3 2006-12-30 D 36 Defaulted 2007-10-16 0.17671 0.1695 0.1495 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False True 783C3371218786870A73D20 2006-12-30 600.0 619.0 1989-06-16 NaN NaN 15.0 3 15.0 4.0 10.0 5.0 NaN 18.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.17000 True 1015.833333 9D2A337998200418445BF88 NaN NaN NaN NaN NaN NaN NaN NaN 191 9.0 86 6482 2500 2007-01-17 89.07 343.16 165.00 178.16 -3.01 -7.3500 2335.00 2335.00 0.00 1.0 0 0 0.00 121 NaN NaN Q1 2007
946 44093403750349677F90124 2007-10-28 B 36 Chargedoff 2009-06-10 0.12911 0.1221 0.1121 NaN NaN NaN NaN NaN NaN 0 MN Professional Full-time 53.0 False True A8113366311579615424760 2007-10-28 680.0 699.0 2000-11-17 7.0 6.0 19.0 3 63.0 0.0 2.0 0.0 0.0 6.0 0.0 0.0 1723.0 0.38 2777.0 13.0 0.76 1.0 0.24000 True 5000.000000 207A3404074857784436EAE NaN NaN NaN NaN NaN NaN NaN NaN 1855 20.0 76 21515 5000 2007-11-09 166.57 2331.98 1729.90 602.08 -49.31 0.0000 3270.11 3270.10 0.00 1.0 0 0 0.00 104 50000.0 74999.0 Q4 2007
948 0A963376701968804B62AB3 2006-12-13 C 36 Completed 2009-07-13 0.14770 0.1299 0.1249 NaN NaN NaN NaN NaN NaN 0 NaN Homemaker Not available NaN True False NaN 2006-12-12 660.0 679.0 2003-05-31 NaN NaN 17.0 9 184.0 7.0 13.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN False 0.000000 078433761616917711A6C73 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5636 1000 2006-12-19 33.69 1206.41 1000.00 206.41 -7.94 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 37 NaN NaN Q4 2006
954 0ABC34181991286271447F8 2008-04-12 C 36 Completed 2010-02-24 0.27767 0.2700 0.2600 NaN NaN NaN NaN NaN NaN 3 MO Principal Full-time 54.0 False True 8A083383777836226E878EE 2008-04-04 660.0 679.0 1996-09-22 12.0 12.0 33.0 12 619.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 28438.0 0.84 5115.0 27.0 0.88 0.0 NaN False 0.000000 63D33419386460000E06B5C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30065 7500 2008-04-24 306.19 10472.05 7500.00 2972.05 -108.94 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 116 0.0 0.0 Q2 2008
955 09D43392019874414B99A72 2007-06-25 A 36 Completed 2008-11-10 0.10739 0.0900 0.0850 NaN NaN NaN NaN NaN NaN 0 OH Other Full-time 329.0 True False NaN 2007-06-25 740.0 759.0 1985-05-02 16.0 14.0 33.0 11 1212.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 47131.0 0.44 59766.0 31.0 0.93 2.0 0.37000 True 5000.000000 9D2333938053152322FDCBF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 16697 1000 2007-07-06 31.80 1074.47 1000.00 74.47 -4.14 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 44 50000.0 74999.0 Q3 2007
957 323D3376176774920CD29D7 2006-12-22 AA 36 Completed 2008-01-15 0.08617 0.0690 0.0640 NaN NaN NaN NaN NaN NaN 0 AR Computer Programmer Not available NaN True True D17D33657642555850349EB 2006-12-21 820.0 839.0 1994-03-07 NaN NaN 22.0 6 55.0 0.0 0.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 4333.333333 A6E2337786552172571022B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5944 1000 2006-12-27 30.83 1061.76 1000.00 61.76 -4.47 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 39 NaN NaN Q4 2006
962 32763431438264028DA5E86 2008-09-13 A 36 Defaulted 2010-01-25 0.17445 0.1600 0.1500 NaN NaN NaN NaN NaN NaN 1 WA Sales - Commission Self-employed 26.0 True False NaN 2008-08-16 740.0 759.0 1994-03-30 21.0 14.0 56.0 8 834.0 3.0 25.0 0.0 0.0 0.0 0.0 0.0 121983.0 0.67 57758.0 44.0 1.00 2.0 NaN False 10833.333333 B4553432359239787DFE0AC 2.0 25.0 25.0 0.0 0.0 3500.0 2059.30 -40.0 1047 16.0 66 37105 14000 2008-09-26 492.20 5537.25 3251.84 2285.41 -158.57 -83.6800 10748.16 10748.16 373.05 1.0 1 0 0.00 381 100000.0 100000.0 Q3 2008
975 3E743365413086230143F09 2006-05-08 B 36 Defaulted 2007-03-20 0.14910 0.1420 0.1295 NaN NaN NaN NaN NaN NaN 0 MO NaN NaN NaN True False A8113366311579615424760 2006-05-08 680.0 699.0 1997-03-05 NaN NaN 32.0 0 0.0 7.0 NaN 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.19000 True 8333.333333 D7213365151798028491133 NaN NaN NaN NaN NaN NaN NaN NaN 193 11.0 94 963 13500 2006-05-19 462.71 2273.02 1546.19 726.83 -27.00 0.0000 11953.80 11953.81 0.00 1.0 0 0 0.00 170 NaN NaN Q2 2006
983 44143392056889191C1998A 2007-06-18 C 36 Chargedoff 2009-11-01 0.24210 0.2346 0.2146 NaN NaN NaN NaN NaN NaN 0 WA Fireman Full-time 38.0 True True 783C3371218786870A73D20 2007-06-18 640.0 659.0 1991-07-18 11.0 10.0 30.0 6 456.0 7.0 11.0 1.0 30.0 0.0 1.0 0.0 22365.0 0.72 2207.0 24.0 0.66 3.0 0.42000 True 5583.333333 B18133936790096227F59D5 NaN NaN NaN NaN NaN NaN NaN NaN 1711 1.0 80 16624 15000 2007-07-03 584.25 13285.21 6241.52 7043.69 -82.62 -2394.3700 8763.57 8758.48 2680.00 1.0 0 0 0.00 142 50000.0 74999.0 Q3 2007
1004 2E1E341339094190219FF44 2008-02-20 HR 36 Defaulted 2009-01-27 0.26292 0.2400 0.2300 NaN NaN NaN NaN NaN NaN 1 WA Other Full-time 71.0 False True FEF83377364176536637E50 2008-02-19 520.0 539.0 2001-09-27 15.0 12.0 22.0 9 283.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 8695.0 1.03 73.0 21.0 0.76 2.0 0.42000 True 2833.333333 ABC1341366643290187DD46 1.0 6.0 6.0 0.0 0.0 2600.0 2287.03 0.0 446 11.0 73 27800 1500 2008-02-26 58.85 381.26 119.67 261.59 -10.30 -27.3500 1380.33 1380.33 0.00 1.0 0 0 0.00 5 25000.0 49999.0 Q1 2008
1005 2E29341833986637037BD06 2008-04-05 C 36 Completed 2010-10-14 0.15793 0.1364 0.1264 NaN NaN NaN NaN NaN NaN 4 MA Computer Programmer Full-time 6.0 False False NaN 2008-04-05 660.0 679.0 2001-04-17 4.0 4.0 12.0 2 59.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 1913.0 0.63 1087.0 7.0 0.71 0.0 0.09000 True 5833.333333 853234179857451816B8990 1.0 10.0 10.0 0.0 0.0 6001.0 4645.23 40.0 0 NaN 71 29610 6001 2008-04-14 45.88 7503.97 6205.05 1298.92 -95.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 248 50000.0 74999.0 Q2 2008
1020 3568342118945204252BF90 2008-05-14 B 36 Completed 2011-01-06 0.14419 0.1300 0.1200 NaN NaN NaN NaN NaN NaN 4 NC Engineer - Mechanical Full-time 21.0 False False NaN 2008-05-10 680.0 699.0 1989-10-13 2.0 2.0 25.0 1 262.0 1.0 12.0 1.0 71.0 13.0 2.0 1.0 6801.0 0.61 4199.0 21.0 0.71 0.0 0.12000 True 8416.666667 2E3A342078614053769ADB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31616 4500 2008-05-23 151.62 5440.06 4499.99 940.07 -72.31 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 208 100000.0 100000.0 Q2 2008
1023 357433648518369759061C7 2006-03-30 AA 36 Completed 2006-05-16 0.08684 0.0800 0.0750 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 93CF3366288090645BD9EE1 2006-03-30 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.02480 True 8333.333333 05BD3364958143665263770 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 95 396 5000 2006-04-05 156.68 5032.63 5000.00 32.63 -2.03 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 51 NaN NaN Q2 2006
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
112983 EA043377793180408C35648 2007-01-08 E 36 Chargedoff 2010-05-24 0.21739 0.2100 0.1950 NaN NaN NaN NaN NaN NaN 0 IL Other Not available NaN True True 2D523366875352960F3C033 2007-01-01 560.0 579.0 1986-07-01 NaN NaN 22.0 3 29.0 2.0 6.0 7.0 NaN 26.0 2.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 4916.666667 C7063379117287296F55FF3 NaN NaN NaN NaN NaN NaN NaN NaN 1507 41.0 86 6734 2500 2007-01-23 94.19 3260.70 2279.71 980.99 -15.79 -128.0900 139.56 220.29 0.00 1.0 0 0 0.00 104 NaN NaN Q1 2007
112989 D5543378630814103A8182E 2007-01-08 E 36 Chargedoff 2009-12-17 0.24753 0.2400 0.2350 NaN NaN NaN NaN NaN NaN 0 NaN Analyst Not available NaN False False NaN 2007-01-08 540.0 559.0 2002-02-21 NaN NaN 10.0 7 520.0 4.0 7.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.19000 True 5000.000000 815833790185700850D935A NaN NaN NaN NaN NaN NaN NaN NaN 1667 35.0 86 6411 10000 2007-01-16 392.33 12509.90 8767.88 3742.02 -74.36 -17.0000 1232.12 1232.12 0.00 1.0 0 0 0.00 31 NaN NaN Q1 2007
112993 D56F3432149723140CA7D6E 2008-09-20 D 36 Chargedoff 2009-08-03 0.29334 0.2700 0.2600 NaN NaN NaN NaN NaN NaN 5 GA Nurse (RN) Full-time 182.0 False False NaN 2008-09-20 600.0 619.0 1993-03-31 19.0 9.0 48.0 8 241.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 12051.0 0.96 534.0 38.0 0.97 2.0 0.21000 True 4833.333333 EA3734339487572225CDC79 NaN NaN NaN NaN NaN NaN NaN NaN 1559 10.0 65 37329 2500 2008-10-02 102.06 510.30 242.80 267.50 -9.91 -93.1800 2257.20 2257.20 816.81 1.0 0 0 0.00 63 50000.0 74999.0 Q4 2008
112997 E7DF3399604702450A1D67F 2007-09-08 E 36 Chargedoff 2008-07-19 0.27020 0.2549 0.2149 NaN NaN NaN NaN NaN NaN 0 IL Clerical Full-time 235.0 True True 9DEC3383563643389FA10ED 2007-08-25 580.0 599.0 1994-06-07 23.0 16.0 35.0 12 302.0 18.0 48.0 0.0 0.0 4.0 1.0 0.0 4819.0 1.00 97.0 29.0 0.89 6.0 0.32000 True 3325.000000 A86333999555178859996E9 NaN NaN NaN NaN NaN NaN NaN NaN 2181 10.0 78 19392 3000 2007-09-20 120.06 564.03 292.14 271.89 -12.09 0.0000 2707.85 2707.86 0.00 1.0 0 0 0.00 54 25000.0 49999.0 Q3 2007
112999 E7F03414156541809421D61 2008-02-26 C 36 Completed 2010-02-12 0.24264 0.2200 0.2100 NaN NaN NaN NaN NaN NaN 1 GA Analyst Full-time 138.0 True True 6A3B336601725506917317E 2008-02-26 640.0 659.0 1996-03-01 16.0 13.0 33.0 9 380.0 4.0 14.0 1.0 539.0 13.0 0.0 0.0 12976.0 0.31 26369.0 33.0 0.81 1.0 0.39000 True 3666.666667 5D013416289646215CFC467 1.0 18.0 18.0 0.0 0.0 3001.0 544.92 -40.0 0 NaN 72 28349 6000 2008-03-11 229.14 7859.63 6000.00 1859.63 -84.53 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 144 25000.0 49999.0 Q1 2008
113002 E7FE33833873280641BB0E8 2007-03-16 A 36 Chargedoff 2009-06-03 0.11094 0.1040 0.0940 NaN NaN NaN NaN NaN NaN 0 CA Engineer - Mechanical Full-time 77.0 True True 5EA73366320555283BA0246 2007-03-16 740.0 759.0 1994-04-01 7.0 7.0 33.0 6 214.0 0.0 3.0 1.0 1447.0 5.0 0.0 0.0 10404.0 0.53 9225.0 26.0 0.82 0.0 0.08000 True 6441.500000 64FE3384385795404CA8ABD NaN NaN NaN NaN NaN NaN NaN NaN 1862 27.0 83 9519 10000 2007-04-02 324.55 6734.80 5432.80 1302.00 -65.76 0.0000 4567.20 4567.20 0.00 1.0 0 0 0.00 301 75000.0 99999.0 Q2 2007
113006 CD673365190077217A87A32 2006-04-24 C 36 Completed 2009-05-01 0.14709 0.1400 0.1350 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2006-04-24 640.0 659.0 1987-12-01 NaN NaN 2.0 0 0.0 1.0 NaN 0.0 NaN 0.0 7.0 NaN NaN NaN NaN NaN NaN NaN 0.04512 True 4166.666667 FAF03364670775102B2C486 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 94 655 5500 2006-05-01 187.98 6707.80 5500.00 1207.80 -43.14 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 46 NaN NaN Q2 2006
113010 CD933380739350351CAB8DF 2007-02-06 D 36 Completed 2010-02-21 0.15462 0.1475 0.1325 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN False True 53B43365132049036C341A5 2007-02-06 600.0 619.0 1993-07-20 NaN NaN 14.0 9 748.0 0.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.22000 True 5000.000000 78663380768219887504FCC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7601 6000 2007-02-21 207.26 7359.48 6000.00 1359.48 -49.44 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 190 NaN NaN Q1 2007
113013 EA2634032927594787DF61B 2007-10-15 C 36 Completed 2008-07-28 0.12597 0.1100 0.1000 NaN NaN NaN NaN NaN NaN 0 VA Professional Full-time 59.0 False False NaN 2007-09-26 640.0 659.0 1998-03-30 12.0 11.0 33.0 11 584.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 17332.0 0.62 10069.0 25.0 0.92 0.0 0.15000 True 4281.250000 29BA34033012345882F3897 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21169 1100 2007-10-26 36.01 1182.64 1100.00 82.64 -7.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 14 50000.0 74999.0 Q4 2007
113015 EA353364765739825E3CE7F 2006-04-03 B 36 Completed 2006-07-24 0.12700 0.1200 0.1150 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2006-04-03 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.08128 True 3250.000000 C6A03364831349710B22838 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 95 507 5000 2006-04-17 166.07 5105.36 5000.00 105.36 -4.38 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 88 NaN NaN Q2 2006
113018 EA643366860353524C69FF5 2006-08-26 A 36 Completed 2009-09-06 0.10032 0.0830 0.0780 NaN NaN NaN NaN NaN NaN 0 TX Student - College Senior Not available NaN False True 3D4D3366260257624AB272D 2006-08-26 720.0 739.0 2005-02-03 NaN NaN 2.0 2 20.0 1.0 2.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06000 True 874.000000 0B903368209967832FF46CE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3044 1000 2006-09-06 31.47 1133.13 1000.00 133.13 -8.02 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 24 NaN NaN Q3 2006
113019 EA6B339041885832197941C 2007-05-18 D 36 Chargedoff 2008-07-30 0.22834 0.2209 0.2009 NaN NaN NaN NaN NaN NaN 0 CA Professional Full-time 52.0 False True B0473364376920128370B13 2007-05-05 620.0 639.0 1987-03-01 6.0 7.0 30.0 5 407.0 0.0 1.0 1.0 565.0 3.0 1.0 0.0 11791.0 0.92 913.0 24.0 0.54 0.0 0.16000 True 9987.333333 137733903646990601E5878 NaN NaN NaN NaN NaN NaN NaN NaN 2170 14.0 82 15538 10000 2007-05-31 382.37 3357.08 1881.53 1475.55 -69.25 0.0000 8118.45 8118.47 0.00 1.0 0 0 0.00 195 100000.0 100000.0 Q2 2007
113020 EA713418113214599F01863 2008-04-22 C 36 Completed 2011-02-04 0.16198 0.1404 0.1304 NaN NaN NaN NaN NaN NaN 1 FL Analyst Full-time 52.0 True False NaN 2008-04-22 640.0 659.0 2000-04-08 4.0 4.0 15.0 3 31.0 3.0 9.0 2.0 1648.0 5.0 0.0 0.0 530.0 0.00 0.0 13.0 0.66 0.0 0.02000 True 3541.916667 4C1634189031295743D081C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30526 1500 2008-05-05 51.30 1860.36 1515.81 344.55 -23.47 0.0000 0.00 0.00 0.00 1.0 1 1 50.00 88 25000.0 49999.0 Q2 2008
113022 D5703397897023536DDCF24 2007-08-26 AA 36 Completed 2008-01-25 0.08708 0.0699 0.0649 NaN NaN NaN NaN NaN NaN 0 NaN Professional Full-time 93.0 True False NaN 2007-08-26 760.0 779.0 1998-07-15 13.0 9.0 23.0 6 351.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 4409.0 0.00 3500.0 17.0 1.00 0.0 0.22000 True 4052.000000 006A33980367168558D319A 1.0 13.0 13.0 0.0 0.0 1000.0 0.00 120.0 0 NaN 78 18788 1000 2007-09-05 30.87 1025.58 1000.00 25.58 -1.83 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 30 25000.0 49999.0 Q3 2007
113024 D57E337986883395000A8C0 2007-01-27 A 36 Completed 2009-10-13 0.10190 0.0950 0.0900 NaN NaN NaN NaN NaN NaN 0 NaN Computer Programmer Not available NaN True False NaN 2007-01-27 740.0 759.0 1982-07-01 NaN NaN 31.0 9 584.0 2.0 4.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.18000 True 7083.333333 13A8338170061066555C011 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7340 10000 2007-02-12 320.33 11420.47 10000.00 1420.47 -74.76 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 91 NaN NaN Q1 2007
113026 D5A434268713779195A9BBA 2008-07-23 D 36 Completed 2011-02-15 0.19652 0.1745 0.1645 NaN NaN NaN NaN NaN NaN 7 GA Tradesman - Electrician Full-time 16.0 False True 783C3371218786870A73D20 2008-07-23 620.0 639.0 2003-09-15 1.0 1.0 2.0 0 0.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 0.0 2.0 1.00 0.0 0.06000 True 2916.666667 10853427701300449B7DF36 1.0 18.0 18.0 0.0 0.0 3001.0 1661.88 80.0 0 NaN 67 35017 1200 2008-08-05 43.05 1538.41 1199.63 338.78 -19.42 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 32 25000.0 49999.0 Q3 2008
113029 D5B43428500124108A32EB8 2008-08-08 C 36 Completed 2011-08-19 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 5 NY Engineer - Mechanical Full-time 4.0 False False NaN 2008-08-08 660.0 679.0 2005-02-16 4.0 4.0 7.0 4 147.0 4.0 4.0 0.0 0.0 0.0 0.0 0.0 9733.0 0.37 14172.0 4.0 1.00 0.0 0.13000 True 2500.000000 99F034292268997443E78BE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35612 4000 2008-08-19 136.81 6542.97 3999.99 2542.98 -72.65 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 45 25000.0 49999.0 Q3 2008
113033 E8093428491792663692C40 2008-08-08 D 36 Chargedoff 2011-01-21 0.28320 0.2600 0.2500 NaN NaN NaN NaN NaN NaN 1 CO Other Full-time 84.0 True False NaN 2008-07-13 600.0 619.0 1990-10-08 7.0 7.0 52.0 3 49.0 7.0 13.0 8.0 12375.0 40.0 0.0 0.0 1622.0 0.81 378.0 41.0 0.68 0.0 0.42000 True 2748.000000 E6B834282282228137B5896 NaN NaN NaN NaN NaN NaN NaN NaN 1266 29.0 67 35781 1500 2008-08-21 60.44 1450.56 867.74 582.82 -22.42 0.0000 632.24 632.26 0.00 1.0 0 0 0.00 44 25000.0 49999.0 Q3 2008
113036 E8133364872983010BBB3C1 2006-07-03 E 36 Completed 2009-07-14 0.23167 0.2200 0.2025 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True True 787E3364494882148859BD6 2006-06-20 560.0 579.0 1995-04-10 NaN NaN 26.0 1 15.0 8.0 22.0 3.0 NaN 30.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.25000 True 4333.333333 2FC23365681370949C0E97C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1897 1600 2006-07-14 58.83 2167.68 1600.00 567.68 -13.68 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 21 NaN NaN Q3 2006
113039 E82934170606908928BAA8C 2008-03-27 E 36 Completed 2011-04-06 0.30750 0.2879 0.2779 NaN NaN NaN NaN NaN NaN 4 CA Teacher's Aide Part-time 79.0 False False NaN 2008-03-16 580.0 599.0 1987-12-10 21.0 18.0 24.0 15 1553.0 7.0 11.0 0.0 0.0 0.0 0.0 0.0 48995.0 0.96 1158.0 24.0 0.95 3.0 0.98000 True 2916.666667 B40134182244793257151BF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29337 3000 2008-04-07 0.00 4672.80 3016.97 1655.83 -54.93 -110.8800 0.00 0.00 0.00 1.0 0 0 0.00 60 25000.0 49999.0 Q2 2008
113042 CDA633804780481480FF11B 2007-01-30 HR 36 Defaulted 2007-08-04 0.25261 0.2400 0.2250 NaN NaN NaN NaN NaN NaN 0 TX Computer Programmer Not available NaN True True CD0E3364909037313F32874 2007-01-30 500.0 519.0 1996-09-26 NaN NaN 37.0 1 125.0 0.0 1.0 10.0 NaN 24.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.16000 True 5583.333333 495E33807916065825391D5 NaN NaN NaN NaN NaN NaN NaN NaN 262 6.0 85 7150 1500 2007-02-05 58.85 57.70 31.23 26.47 -0.58 0.0000 1468.77 1468.77 0.00 1.0 0 0 0.00 14 NaN NaN Q1 2007
113045 CDAC3381876600712DFF0B2 2007-02-19 AA 36 Completed 2008-10-24 0.09688 0.0900 0.0850 NaN NaN NaN NaN NaN NaN 0 MO Professional Full-time 6.0 True False NaN 2007-02-19 800.0 819.0 1997-02-27 14.0 14.0 26.0 13 286.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9366.0 0.07 112734.0 26.0 1.00 1.0 0.17000 True 4666.666667 91583381809526163F58462 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7945 7000 2007-02-28 222.60 7529.01 7000.00 529.01 -29.41 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 232 NaN NaN Q1 2007
113047 CDB633780854369654EC459 2007-01-11 HR 36 Chargedoff 2009-10-23 0.24853 0.2410 0.2160 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False True 5EA73366320555283BA0246 2006-12-27 500.0 519.0 2000-07-19 NaN NaN 6.0 4 200.0 9.0 12.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.16000 True 1916.666667 AA453380498957968A370BC NaN NaN NaN NaN NaN NaN NaN NaN 1720 33.0 86 6788 2900 2007-01-24 113.93 3144.80 2073.40 1071.40 -23.56 0.0000 811.20 826.60 0.00 1.0 0 0 0.00 101 NaN NaN Q1 2007
113050 D5CB3415183736008256F61 2008-03-16 A 36 Completed 2010-02-05 0.09428 0.0805 0.0705 NaN NaN NaN NaN NaN NaN 4 MN Sales - Commission Full-time 26.0 True False NaN 2008-03-13 740.0 759.0 2002-10-23 8.0 8.0 10.0 5 481.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 61739.0 0.69 26699.0 9.0 1.00 1.0 0.13000 True 2833.333333 CBCA3416122507472CB2490 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 29037 2000 2008-03-31 62.72 2164.50 2000.00 164.50 -20.43 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 139 25000.0 49999.0 Q1 2008
113052 D5CD33767981435358BA7C7 2006-12-11 AA 36 Completed 2007-09-17 0.09136 0.0845 0.0795 NaN NaN NaN NaN NaN NaN 0 VA Military Enlisted Not available NaN False True EF003374916162267F7975B 2006-12-03 760.0 779.0 2001-04-13 NaN NaN 8.0 3 0.0 0.0 0.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 3400.000000 497033770032772536FCFDA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5958 10000 2006-12-27 315.44 10392.42 10000.00 392.42 -23.22 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 140 NaN NaN Q4 2006
113055 D5EA339614124141075ED15 2007-07-26 B 36 Completed 2010-08-06 0.10542 0.0985 0.0835 NaN NaN NaN NaN NaN NaN 0 NaN Professional Full-time 14.0 False True FEF83377364176536637E50 2007-07-26 680.0 699.0 2001-09-26 8.0 7.0 9.0 7 272.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 12225.0 0.46 12584.0 9.0 1.00 1.0 0.07000 True 5250.000000 A838339687994066803AE6E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17712 3500 2007-08-06 112.69 4029.43 3500.01 529.42 -56.62 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 114 50000.0 74999.0 Q3 2007
113056 D5EE342267793459874A6D0 2008-06-03 B 36 Completed 2010-03-01 0.12453 0.1105 0.1005 NaN NaN NaN NaN NaN NaN 5 MD Other Full-time 29.0 False False NaN 2008-06-03 680.0 699.0 1995-09-01 6.0 6.0 35.0 6 64.0 1.0 5.0 0.0 0.0 8.0 0.0 0.0 1129.0 0.44 1255.0 28.0 0.92 1.0 0.10000 True 3666.666667 45E634231506705561C0AA4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32518 2300 2008-06-10 75.35 2302.14 2084.67 217.47 -19.68 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 49 25000.0 49999.0 Q2 2008
113057 D5F93398990523061FDDE4B 2007-09-02 AA 36 Completed 2010-01-14 0.08453 0.0777 0.0727 NaN NaN NaN NaN NaN NaN 0 WA Professional Full-time 1.0 False False NaN 2007-09-02 760.0 779.0 1986-02-01 12.0 10.0 45.0 13 891.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 37379.0 0.29 89709.0 43.0 1.00 0.0 0.18000 True 5416.666667 023F3400584760738E6D79C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19253 2667 2007-09-14 83.29 2899.54 2667.00 232.54 -14.96 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 102 50000.0 74999.0 Q3 2007
113065 EAAC3417433431715A5BE6C 2008-04-01 C 36 Defaulted 2009-09-12 0.23504 0.2125 0.2025 NaN NaN NaN NaN NaN NaN 1 MN Accountant/CPA Full-time 19.0 True False NaN 2008-03-20 640.0 659.0 1988-09-01 9.0 11.0 36.0 8 571.0 1.0 8.0 3.0 5001.0 6.0 0.0 0.0 21622.0 0.72 8506.0 32.0 0.78 3.0 0.38000 True 5250.000000 F82A3417924529726A71976 NaN NaN NaN NaN NaN NaN NaN NaN 627 17.0 71 29550 14000 2008-04-11 529.25 6351.00 3686.45 2664.55 -124.15 -102.8200 10313.55 10313.55 604.86 1.0 0 0 0.00 276 50000.0 74999.0 Q2 2008
113070 E8373388008333822C2331A 2007-05-09 C 36 Completed 2010-05-27 0.21739 0.2100 0.2000 NaN NaN NaN NaN NaN NaN 0 CA Principal Full-time 34.0 True False NaN 2007-05-09 660.0 679.0 1992-12-11 24.0 20.0 53.0 18 1564.0 3.0 20.0 0.0 0.0 0.0 0.0 0.0 104015.0 0.98 204.0 39.0 1.00 0.0 0.34000 True 8750.000000 E88E3390372836678ECAF77 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14981 4000 2007-05-15 150.70 5431.87 4000.00 1431.87 -68.18 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 43 100000.0 100000.0 Q2 2007
113074 E8533411085330434A7349D 2008-01-27 D 36 Defaulted 2009-06-09 0.26060 0.2492 0.2392 NaN NaN NaN NaN NaN NaN 1 CA Sales - Commission Full-time 60.0 True False NaN 2008-01-27 620.0 639.0 1992-09-09 26.0 22.0 50.0 17 1804.0 6.0 20.0 0.0 0.0 0.0 0.0 0.0 59727.0 0.98 1240.0 35.0 0.97 3.0 0.27000 True 12500.000000 7A9B3411754166764656337 NaN NaN NaN NaN NaN NaN NaN NaN 750 17.0 73 27267 5000 2008-02-08 198.59 2184.49 1157.38 1027.11 -41.21 0.0000 3842.64 3842.62 0.00 1.0 0 0 0.00 104 100000.0 100000.0 Q1 2008
113077 CDC033659960697045D440E 2006-08-25 HR 36 Completed 2008-03-13 0.17904 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 WI Retail Management Not available NaN False True E3F433654060844916DB34F 2006-08-25 500.0 519.0 2000-02-12 NaN NaN 13.0 0 0.0 2.0 3.0 12.0 NaN 9.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.04000 True 1900.000000 58AA3367288678312CB3EC1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2918 2000 2006-08-29 71.31 2472.06 2000.00 472.06 -1.61 -183.6200 0.00 0.00 0.00 1.0 0 0 0.00 11 NaN NaN Q3 2006
113081 CDE0337368182092091DC61 2006-11-07 C 36 Completed 2009-11-16 0.16717 0.1600 0.1550 NaN NaN NaN NaN NaN NaN 0 AZ Administrative Assistant Not available NaN False True 5B393364392651263956E40 2006-10-30 640.0 659.0 2001-03-02 NaN NaN 11.0 3 74.0 1.0 5.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.25000 True 2080.000000 86F13373075512402BD45C9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 88 4702 5000 2006-11-16 168.51 6330.72 5000.00 1330.72 -41.59 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 86 NaN NaN Q4 2006
113087 D60C34257870013198AE4B4 2008-07-10 E 36 Completed 2011-03-01 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 5 FL Teacher Full-time 24.0 False False NaN 2008-07-03 580.0 599.0 2000-09-05 12.0 12.0 39.0 11 297.0 1.0 6.0 1.0 5342.0 0.0 0.0 0.0 6744.0 0.88 796.0 14.0 0.85 1.0 0.52000 True 3104.166667 B0EB34254783661286E0DFE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 34162 1000 2008-07-15 45.24 1614.77 999.99 614.78 -17.57 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 2 25000.0 49999.0 Q3 2008
113088 D6103422783522907765580 2008-05-26 B 36 Completed 2011-06-03 0.16588 0.1515 0.1415 NaN NaN NaN NaN NaN NaN 4 FL Teacher Part-time 100.0 True False NaN 2008-05-13 680.0 699.0 1981-05-01 12.0 10.0 30.0 6 521.0 0.0 1.0 1.0 387.0 37.0 0.0 0.0 31408.0 0.87 4592.0 27.0 0.85 1.0 0.22000 True 4583.333333 14B33421771577163358098 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32141 3000 2008-06-03 104.22 3752.34 3000.01 752.33 -49.66 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 106 50000.0 74999.0 Q2 2008
113091 D8DE3419306788908BA73DC 2008-04-16 E 36 Chargedoff 2010-01-25 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 CA Computer Programmer Full-time 8.0 False False NaN 2008-04-09 580.0 599.0 1990-04-01 6.0 6.0 22.0 5 158.0 11.0 16.0 5.0 438.0 20.0 0.0 0.0 11621.0 0.31 25679.0 13.0 0.57 1.0 0.17000 True 3125.000000 9B483419392873411DFBBEB NaN NaN NaN NaN NaN NaN NaN NaN 1628 21.0 71 30070 2900 2008-04-24 131.18 2077.70 627.38 1450.32 -38.55 -73.5000 2272.62 2272.62 0.00 1.0 0 0 0.00 17 25000.0 49999.0 Q2 2008
113094 D8F03409990625346644A9E 2007-12-31 AA 36 Completed 2009-02-18 0.07680 0.0700 0.0700 NaN NaN NaN NaN NaN NaN 1 NH Other Full-time 96.0 True False NaN 2007-12-31 820.0 839.0 1998-07-25 6.0 5.0 26.0 8 30.0 4.0 5.0 0.0 0.0 1.0 0.0 0.0 565.0 0.01 33235.0 23.0 0.78 0.0 0.02000 True 6333.333333 47C33411140458724B58E2F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 74 26394 3000 2008-01-28 92.63 3112.86 3000.00 112.86 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 101 75000.0 99999.0 Q1 2008
113103 EDAC34180166443474F691A 2008-04-02 C 36 Completed 2011-03-22 0.23504 0.2125 0.2025 NaN NaN NaN NaN NaN NaN 1 OH Teacher Part-time 55.0 False False NaN 2008-04-02 640.0 659.0 1989-03-31 5.0 5.0 17.0 6 186.0 0.0 3.0 1.0 1179.0 15.0 0.0 0.0 6084.0 0.71 2371.0 12.0 0.57 2.0 0.56000 True 833.333333 7EA234194215084506F93E4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30061 7500 2008-04-24 283.53 10008.70 7499.99 2508.71 -114.53 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 143 1.0 24999.0 Q2 2008
113104 D01F3398118993773B92B29 2007-08-25 D 36 Defaulted 2009-04-01 0.26260 0.2550 0.2450 NaN NaN NaN NaN NaN NaN 0 MO Nurse's Aide Full-time 82.0 False False NaN 2007-08-12 600.0 619.0 1991-11-25 7.0 6.0 34.0 8 106.0 2.0 9.0 8.0 1183.0 2.0 1.0 0.0 3738.0 0.98 51.0 29.0 0.66 0.0 0.29000 True 1809.083333 C96F3399393966921E9E293 NaN NaN NaN NaN NaN NaN NaN NaN 857 19.0 79 18667 7500 2007-08-31 300.19 4202.66 2263.41 1939.25 -76.05 0.0000 5236.59 5236.59 0.00 1.0 1 0 0.00 54 1.0 24999.0 Q3 2007
113105 D0253384112586840F02088 2007-03-14 E 36 Completed 2008-03-13 0.29554 0.2800 0.2700 NaN NaN NaN NaN NaN NaN 0 CA Realtor Full-time 33.0 True False NaN 2007-03-11 560.0 579.0 1994-12-06 6.0 7.0 39.0 5 90.0 9.0 32.0 15.0 54068.0 27.0 0.0 0.0 2056.0 0.14 11944.0 34.0 0.54 1.0 0.20000 True 6166.666667 5F7F338479798325990ABFF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8706 4750 2007-03-20 196.48 5890.47 4750.00 1140.47 -40.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 13 50000.0 74999.0 Q1 2007
113106 D0253417696823453F4A058 2008-04-20 C 36 Completed 2011-04-29 0.31363 0.2900 0.2800 NaN NaN NaN NaN NaN NaN 4 IN Tradesman - Mechanic Full-time 191.0 True True 8E5A3365665729204E57173 2008-04-06 640.0 659.0 1989-10-01 6.0 6.0 29.0 3 63.0 8.0 24.0 2.0 225.0 9.0 1.0 0.0 1295.0 0.00 0.0 24.0 0.70 1.0 0.21000 True 5666.666667 0E613419163097309294255 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30284 3000 2008-04-29 17.50 4574.14 3000.00 1574.14 -54.28 0.0000 0.00 0.00 0.00 1.0 1 1 50.00 66 50000.0 74999.0 Q2 2008
113107 D028340527062943270D6E3 2007-11-10 C 36 Chargedoff 2009-05-22 0.14207 0.1350 0.1250 NaN NaN NaN NaN NaN NaN 0 MI Sales - Commission Full-time 1.0 True False NaN 2007-11-10 640.0 659.0 1997-06-21 16.0 13.0 29.0 11 809.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 41096.0 0.84 7664.0 29.0 0.86 2.0 0.29000 True 5000.000000 C6EA3406318298836A47392 NaN NaN NaN NaN NaN NaN NaN NaN 1874 19.0 76 21828 8000 2007-11-21 271.48 3529.24 2523.88 1005.36 -74.47 0.0000 5476.15 5476.12 0.00 1.0 0 0 0.00 218 50000.0 74999.0 Q4 2007
113109 D02E34335476802366EFAE1 2008-10-07 B 36 Completed 2011-10-14 0.14520 0.1310 0.1210 NaN NaN NaN NaN NaN NaN 7 FL Retail Management Full-time 12.0 False False NaN 2008-10-07 700.0 719.0 2003-07-22 4.0 4.0 5.0 2 97.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 5425.0 0.15 30225.0 4.0 1.00 1.0 0.28000 True 1856.416667 4A8334350232333973CEBB5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 65 37763 5000 2008-10-15 141.92 6085.35 5000.01 1085.34 -82.84 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 175 1.0 24999.0 Q4 2008
113112 D0493367998423140EA5DF2 2006-09-07 C 36 Completed 2009-09-10 0.17722 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 0 NaN Executive Not available NaN False True F555336594467179889CEFB 2006-09-07 660.0 679.0 1999-06-09 NaN NaN 6.0 1 72.0 0.0 1.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.17000 True 2500.000000 CBA733684699871445A97C9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3379 4000 2006-09-20 142.61 5100.06 4000.00 1100.06 -33.34 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 37 NaN NaN Q3 2006
113113 EC8F3418174921906A012A6 2008-04-22 A 36 Chargedoff 2009-04-03 0.14117 0.1270 0.1170 NaN NaN NaN NaN NaN NaN 1 GA Other Full-time 55.0 False False NaN 2008-03-24 720.0 739.0 1999-02-15 6.0 6.0 17.0 4 138.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 4317.0 0.28 10683.0 12.0 0.83 0.0 0.26000 True 4083.333333 CAE23419152294883AAF229 NaN NaN NaN NaN NaN NaN NaN NaN 1924 11.0 70 30493 10000 2008-05-02 335.50 2013.00 1409.93 603.07 -47.48 0.0000 8590.07 8590.07 0.00 1.0 0 0 0.00 338 25000.0 49999.0 Q2 2008
113114 EC923400889117200AA10DA 2007-09-29 A 36 Completed 2007-12-17 0.13956 0.1325 0.1275 NaN NaN NaN NaN NaN NaN 0 NM Attorney Full-time 15.0 True False NaN 2007-09-29 720.0 739.0 1998-07-17 5.0 5.0 26.0 1 6.0 0.0 15.0 0.0 0.0 1.0 1.0 0.0 0.0 0.00 500.0 24.0 0.75 0.0 0.12000 True 4916.666667 362234008030994709D7600 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20164 9000 2007-10-09 304.33 9234.81 9015.18 219.63 -8.29 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 109 50000.0 74999.0 Q4 2007
113115 EC9D342802842257729685A 2008-08-04 B 36 Chargedoff 2009-12-13 0.24477 0.2297 0.2197 NaN NaN NaN NaN NaN NaN 2 FL Other Full-time 66.0 True False NaN 2008-08-04 680.0 699.0 2003-07-28 8.0 8.0 31.0 4 654.0 2.0 22.0 0.0 0.0 2.0 0.0 0.0 82175.0 0.98 20.0 25.0 0.92 0.0 0.17000 True 7083.333333 FBE63429358917993BAE7A4 NaN NaN NaN NaN NaN NaN NaN NaN 1671 16.0 67 35328 15000 2008-08-12 580.41 6369.51 3535.96 2833.55 -123.36 0.0000 11464.04 11464.04 0.00 1.0 0 0 0.00 305 75000.0 99999.0 Q3 2008
113117 ECC53407935178080FB5349 2007-12-11 AA 36 Completed 2009-04-08 0.07680 0.0700 0.0700 NaN NaN NaN NaN NaN NaN 4 NM Teacher Full-time 208.0 False False NaN 2007-12-10 780.0 799.0 1995-12-08 9.0 7.0 23.0 7 60.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 88.0 0.00 95312.0 22.0 1.00 1.0 0.08000 True 4250.000000 9C0934071445048939D101F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23817 9000 2007-12-19 277.89 9535.42 9000.00 535.42 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 178 50000.0 74999.0 Q4 2007
113120 ECD1336599636408500AD6C 2006-05-31 HR 36 Defaulted 2007-07-07 0.25757 0.2500 0.2450 NaN NaN NaN NaN NaN NaN 0 GA NaN NaN NaN False False 6A3B336601725506917317E 2006-05-29 480.0 499.0 1997-05-27 NaN NaN 22.0 0 0.0 2.0 4.0 18.0 NaN 23.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.19000 True 2596.666667 0A67336554503403877F589 NaN NaN NaN NaN NaN NaN NaN NaN 167 13.0 93 1236 3100 2006-06-08 123.26 963.40 458.47 504.93 -6.98 -51.7700 2647.41 2641.53 0.00 1.0 0 0 0.00 26 NaN NaN Q2 2006
113122 ECDA3391699397192DA0534 2007-06-08 D 36 Completed 2009-07-06 0.26541 0.2578 0.2478 NaN NaN NaN NaN NaN NaN 0 GA Scientist Full-time 55.0 True True CD0E3364909037313F32874 2007-06-02 620.0 639.0 1992-10-29 10.0 8.0 34.0 6 396.0 1.0 13.0 1.0 2860.0 11.0 1.0 0.0 10669.0 0.60 7040.0 24.0 0.79 0.0 0.15000 True 6917.166667 2518339279066168986F3BC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16288 10000 2007-06-22 401.74 10868.12 10000.00 868.12 -32.89 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 109 50000.0 74999.0 Q2 2007
113125 ECE63407461683513A81D91 2007-12-10 E 36 Completed 2010-09-01 0.21480 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 4 OH Analyst Full-time 0.0 False False NaN 2007-12-10 580.0 599.0 2004-11-10 11.0 9.0 13.0 9 282.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 33005.0 0.93 3376.0 12.0 1.00 1.0 0.14000 True 2416.666667 0CF8340703750307650B12A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23808 1250 2007-12-19 46.45 1666.97 1250.00 416.97 -20.85 0.0000 0.00 0.00 0.00 1.0 0 1 750.00 7 25000.0 49999.0 Q4 2007
113137 D9393401161294939D01453 2007-10-02 A 36 Chargedoff 2010-02-24 0.23839 0.2309 0.2209 NaN NaN NaN NaN NaN NaN 3 FL Retail Management Full-time 53.0 True False NaN 2008-09-08 740.0 759.0 2001-07-10 8.0 8.0 20.0 5 755.0 5.0 7.0 0.0 0.0 0.0 1.0 0.0 127522.0 0.94 7761.0 18.0 0.94 0.0 0.16000 True 14166.666667 F71F3432893436339A45C94 NaN NaN NaN NaN NaN NaN NaN NaN 1599 17.0 66 36933 25000 2008-09-23 968.92 11627.04 6519.23 5107.81 -221.21 0.0000 18480.77 18480.77 0.00 1.0 0 0 0.00 184 100000.0 100000.0 Q3 2008
113142 EDB83415748407225C259EA 2008-03-04 B 36 Completed 2011-03-17 0.13814 0.1240 0.1140 NaN NaN NaN NaN NaN NaN 3 NC Clergy Self-employed 213.0 True False NaN 2008-03-04 680.0 699.0 1981-07-14 13.0 10.0 30.0 9 265.0 1.0 3.0 0.0 0.0 1.0 0.0 0.0 7126.0 0.74 1369.0 28.0 0.71 0.0 0.27000 True 2500.000000 350D34154353442054BD18B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28557 12000 2008-03-17 394.92 14437.27 12000.02 2437.25 -196.56 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 253 25000.0 49999.0 Q1 2008
113143 EDD73366335995082888FCA 2006-08-21 A 36 Completed 2009-06-08 0.14960 0.1425 0.1375 NaN NaN NaN NaN NaN NaN 0 NaN Accountant/CPA Not available NaN True False NaN 2006-08-14 720.0 739.0 1986-11-01 NaN NaN 32.0 7 1415.0 0.0 5.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.28000 True 12391.666667 CC553367702698359612BFF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2948 25000 2006-08-30 857.48 30824.07 25000.00 5824.07 -204.35 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 156 NaN NaN Q3 2006
113147 EE0D342107928745194F1D8 2008-05-22 D 36 Chargedoff 2009-01-31 0.31353 0.2899 0.2799 NaN NaN NaN NaN NaN NaN 2 WA Analyst Full-time 30.0 True True E6D73393282910294C68226 2008-05-13 600.0 619.0 1995-09-06 16.0 15.0 40.0 11 603.0 3.0 8.0 0.0 0.0 0.0 0.0 0.0 24273.0 0.94 1163.0 37.0 0.97 4.0 0.55000 True 3750.000000 AA293422470843997EC2A58 1.0 9.0 9.0 0.0 0.0 16000.0 12717.62 -40.0 1987 8.0 70 32042 6500 2008-05-30 272.35 817.05 350.49 466.56 -16.09 0.0000 6149.51 6149.51 0.00 1.0 0 0 0.00 134 25000.0 49999.0 Q2 2008
113157 D09E336960519223932E750 2006-10-10 C 36 Completed 2008-03-14 0.20624 0.1989 0.1889 NaN NaN NaN NaN NaN NaN 0 NaN Teacher Not available NaN False True BAE93365625072437A1CBD9 2006-10-06 660.0 679.0 1997-01-24 NaN NaN 54.0 4 248.0 3.0 6.0 0.0 NaN 8.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.47000 True 2083.333333 20033370412415436F8B49D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 4048 4000 2006-10-20 148.43 4730.85 4000.00 730.85 -18.88 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 42 NaN NaN Q4 2006
113161 ED3B3387305204248B443D7 2007-04-26 C 36 Completed 2010-05-26 0.12650 0.1195 0.1095 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 31.0 False True 978733643891831260803F8 2007-04-19 660.0 679.0 2000-08-03 21.0 20.0 21.0 16 521.0 1.0 11.0 0.0 0.0 0.0 0.0 0.0 13549.0 0.66 4074.0 21.0 1.00 0.0 0.36000 True 3900.000000 4B923388804159532BFBE16 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14883 7300 2007-05-14 242.29 8706.03 7299.96 1406.07 -117.66 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 180 25000.0 49999.0 Q2 2007
113164 ED6534311080238137B1548 2008-09-06 B 36 Chargedoff 2009-05-18 0.16436 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 3 VA Other Self-employed 246.0 True False NaN 2008-09-06 680.0 699.0 1985-12-17 17.0 17.0 41.0 14 1375.0 3.0 22.0 0.0 0.0 0.0 0.0 0.0 43526.0 1.00 1617.0 38.0 0.94 0.0 NaN False 12916.666667 4C8334314763049121D9F7F NaN NaN NaN NaN NaN NaN NaN NaN 1878 9.0 66 36796 5000 2008-09-17 173.33 504.99 321.42 183.57 -12.24 0.0000 4678.57 4678.58 0.00 1.0 0 0 0.00 123 100000.0 100000.0 Q3 2008
113169 D9523409032526351D454D9 2007-12-22 C 36 Completed 2008-06-17 0.14683 0.1350 0.1250 NaN NaN NaN NaN NaN NaN 4 MI Teacher Full-time 208.0 False False NaN 2007-12-22 660.0 679.0 1986-09-24 10.0 6.0 47.0 5 377.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 7718.0 0.93 532.0 43.0 1.00 2.0 0.20000 True 5597.583333 5B95340814726848954F2E7 1.0 5.0 5.0 0.0 0.0 2000.0 0.00 0.0 0 NaN 75 24189 1500 2007-12-31 50.90 1588.78 1500.00 88.78 -6.58 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 43 50000.0 74999.0 Q4 2007
113175 D983340363844942420BDED 2007-11-06 A 36 Completed 2008-02-01 0.14096 0.1339 0.1239 NaN NaN NaN NaN NaN NaN 0 NC Professional Full-time 32.0 True False NaN 2007-11-06 720.0 739.0 1990-07-01 18.0 14.0 65.0 7 1245.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 76312.0 0.68 14998.0 44.0 0.95 0.0 0.21000 True 12000.000000 41D43404701693618870898 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21531 2500 2007-11-09 84.71 2574.30 2500.00 74.30 -5.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 23 100000.0 100000.0 Q4 2007
113187 EE1A3411375538722B2A735 2008-01-28 C 36 Completed 2011-02-06 0.13625 0.1150 0.1050 NaN NaN NaN NaN NaN NaN 1 IL Nurse (RN) Full-time 71.0 True False NaN 2008-01-24 640.0 659.0 1985-12-06 7.0 7.0 50.0 3 148.0 0.0 11.0 3.0 4270.0 23.0 0.0 0.0 3844.0 0.94 177.0 31.0 0.50 0.0 0.06000 True 13000.000000 96FA3413023062121405D7D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27190 5000 2008-02-06 164.88 5934.79 4999.98 934.81 -81.30 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 84 100000.0 100000.0 Q1 2008
113188 EE1A34125451750825EF226 2008-02-14 B 36 Completed 2010-06-01 0.16941 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 3 GA Accountant/CPA Full-time 22.0 True False NaN 2008-02-14 700.0 719.0 2000-01-03 11.0 11.0 15.0 8 62.0 6.0 18.0 0.0 0.0 0.0 0.0 0.0 11715.0 0.33 23185.0 15.0 1.00 2.0 0.30000 True 3750.000000 1C093413421952484E8B527 1.0 6.0 6.0 0.0 0.0 15000.0 12916.48 0.0 0 NaN 73 27559 6000 2008-02-20 209.46 7403.50 6000.05 1403.45 -90.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 200 25000.0 49999.0 Q1 2008
113189 EE25340129844006643FF61 2007-10-09 B 36 Completed 2007-11-29 0.14669 0.1396 0.1296 NaN NaN NaN NaN NaN NaN 0 IA Clerical Full-time 3.0 False False NaN 2007-10-03 680.0 699.0 2000-06-07 6.0 6.0 10.0 2 296.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 10748.0 0.58 7502.0 9.0 1.00 0.0 0.43000 True 2000.000000 86FD340218726740364A404 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21010 11700 2007-10-23 399.65 11864.97 11700.00 164.97 -11.82 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 293 1.0 24999.0 Q4 2007
113191 EE30337823550786400DC25 2007-01-01 C 36 Completed 2008-10-21 0.15161 0.1445 0.1345 NaN NaN NaN NaN NaN NaN 0 NaN Social Worker Not available NaN False True 3D4D3366260257624AB272D 2007-01-01 640.0 659.0 1996-08-05 NaN NaN 41.0 6 904.0 0.0 1.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.46000 True 2916.666667 287333784941273205B8EFF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6635 5000 2007-01-19 171.98 5926.99 5000.00 926.99 -33.22 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 118 NaN NaN Q1 2007
113192 EE313418904999716C16252 2008-04-16 D 36 Completed 2010-03-26 0.25176 0.2290 0.2190 NaN NaN NaN NaN NaN NaN 1 GA Civil Service Full-time 49.0 False False NaN 2008-04-11 620.0 639.0 1992-04-10 6.0 4.0 18.0 4 76.0 1.0 4.0 1.0 234.0 9.0 0.0 0.0 2365.0 0.00 0.0 16.0 0.52 0.0 0.18000 True 3751.666667 263B34185423128253F75EE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 30110 3500 2008-04-25 135.30 4568.81 3499.32 1069.49 -46.70 0.0000 0.00 0.00 0.00 1.0 2 1 1000.00 53 25000.0 49999.0 Q2 2008
113195 D0A234231971043819ABADC 2008-05-29 C 36 Chargedoff 2009-01-07 0.24690 0.2242 0.2142 NaN NaN NaN NaN NaN NaN 1 LA Administrative Assistant Full-time 11.0 False False NaN 2008-05-29 640.0 659.0 1999-10-14 9.0 8.0 14.0 6 893.0 2.0 11.0 0.0 0.0 0.0 0.0 0.0 16754.0 0.95 771.0 12.0 0.91 1.0 0.55000 True 2500.000000 D7A634223915910369FEBCD NaN NaN NaN NaN NaN NaN NaN NaN 2011 7.0 69 32395 3500 2008-06-06 134.43 268.86 139.05 129.81 -5.79 0.0000 3360.95 3360.95 0.00 1.0 0 0 0.00 87 25000.0 49999.0 Q2 2008
113199 D0BB3406810849546F109DF 2007-12-13 B 36 Chargedoff 2009-02-17 0.17722 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 1 GA Laborer Full-time 92.0 False False NaN 2007-12-05 680.0 699.0 1995-11-26 3.0 2.0 15.0 2 0.0 2.0 8.0 4.0 8961.0 8.0 0.0 0.0 0.0 0.00 7500.0 12.0 0.64 0.0 0.23000 True 3500.000000 8D383409098401150A9E04F NaN NaN NaN NaN NaN NaN NaN NaN 1725 1.0 75 23812 10000 2007-12-19 356.53 3208.77 2041.76 1167.01 -68.64 0.0000 7958.24 7958.24 3077.14 1.0 0 0 0.00 176 25000.0 49999.0 Q4 2007
113203 DBD634233093282919FB65B 2008-06-17 B 36 Defaulted 2009-12-09 0.19190 0.1773 0.1673 NaN NaN NaN NaN NaN NaN 3 GA Analyst Full-time 57.0 True False NaN 2008-06-17 680.0 699.0 1991-12-04 15.0 14.0 34.0 11 1839.0 15.0 31.0 0.0 0.0 1.0 0.0 0.0 105364.0 0.63 59886.0 25.0 0.96 0.0 0.29000 True 6583.333333 577F342467499403874F382 1.0 6.0 6.0 0.0 0.0 3001.0 0.00 -40.0 105 18.0 69 33349 5000 2008-06-25 180.09 2341.17 1510.48 830.69 -46.85 0.0000 3489.52 3489.52 0.00 1.0 1 0 0.00 154 75000.0 99999.0 Q2 2008
113205 DBE23429969308690638BCB 2008-08-19 D 36 Chargedoff 2010-02-07 0.35717 0.3329 0.3229 NaN NaN NaN NaN NaN NaN 1 OK Civil Service Full-time 143.0 False True 3D9B337786937056178C8D2 2008-08-05 600.0 619.0 1983-05-11 9.0 7.0 40.0 2 26.0 2.0 8.0 1.0 793.0 8.0 1.0 0.0 608.0 0.00 0.0 26.0 0.82 1.0 0.33000 True 5827.583333 506934309157728939BBE8C 1.0 18.0 15.0 3.0 0.0 5450.0 0.00 0.0 1594 18.0 67 36091 6000 2008-08-28 265.64 3378.32 1382.76 1995.56 -59.94 0.0000 4617.21 4617.24 0.00 1.0 3 2 350.00 93 50000.0 74999.0 Q3 2008
113206 DBE53408321504086DC0247 2007-12-09 A 36 Completed 2009-04-24 0.09145 0.0800 0.0700 NaN NaN NaN NaN NaN NaN 1 IL Computer Programmer Full-time 2.0 True False NaN 2007-12-09 740.0 759.0 1999-03-26 19.0 17.0 58.0 12 375.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 11247.0 0.29 21935.0 39.0 0.97 3.0 0.08000 True 7500.000000 FA293408314368479551523 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23856 1500 2007-12-21 47.00 1617.56 1500.00 117.56 -14.69 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 101 75000.0 99999.0 Q4 2007
113208 DBEF3418832248625AD85F7 2008-04-28 C 36 Completed 2008-10-02 0.21517 0.1929 0.1829 NaN NaN NaN NaN NaN NaN 1 TN Nurse (LPN) Full-time 164.0 False False NaN 2008-04-28 640.0 659.0 1996-06-14 10.0 6.0 23.0 5 250.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 11286.0 0.75 3639.0 20.0 1.00 4.0 0.34000 True 2500.000000 C53734189766722236D4275 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30430 2000 2008-05-01 73.61 2140.57 2000.00 140.57 -7.29 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 35 25000.0 49999.0 Q2 2008
113209 EFDC3377552494588AA07AD 2006-12-27 D 36 Completed 2009-02-09 0.16617 0.1590 0.1540 NaN NaN NaN NaN NaN NaN 0 NaN Computer Programmer Not available NaN True True CC8D33653247904019A9059 2006-12-20 600.0 619.0 2000-08-29 NaN NaN 18.0 6 529.0 2.0 4.0 2.0 NaN 8.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.34000 True 5000.000000 4D6C3379191506978AC1E66 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6259 6500 2007-01-10 228.20 7984.90 6500.00 1484.90 -46.68 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 195 NaN NaN Q1 2007
113212 EFE63423806564907089CDA 2008-06-04 AA 36 Completed 2009-02-26 0.12138 0.1144 0.1044 NaN NaN NaN NaN NaN NaN 2 PA Professional Full-time 77.0 True False NaN 2008-05-30 840.0 859.0 1991-06-01 9.0 8.0 18.0 6 124.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 52.0 0.00 50248.0 18.0 1.00 0.0 0.11000 True 8333.333333 1E193423632265227519DBE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 32732 25000 2008-06-13 823.69 26497.65 25000.00 1497.65 -130.91 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 735 100000.0 100000.0 Q2 2008
113215 EFEC3398234727308CAD43D 2007-08-22 A 36 Completed 2007-10-10 0.11688 0.0994 0.0919 NaN NaN NaN NaN NaN NaN 0 VA Other Full-time 29.0 False True FEF83377364176536637E50 2007-08-22 740.0 759.0 1998-04-30 6.0 4.0 16.0 3 53.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 1785.0 0.27 4715.0 16.0 1.00 2.0 0.08000 True 5833.333333 51D633976034290526AD9D5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18389 1000 2007-08-28 32.24 1005.01 1000.00 5.01 -0.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 13 50000.0 74999.0 Q3 2007
113226 F0703395484191340E19A7F 2007-07-16 B 36 Defaulted 2009-05-22 0.16717 0.1600 0.1500 NaN NaN NaN NaN NaN NaN 0 FL Other Self-employed 94.0 True False NaN 2007-07-16 680.0 699.0 1996-10-09 6.0 6.0 19.0 4 518.0 3.0 12.0 0.0 0.0 0.0 0.0 0.0 25415.0 0.94 316.0 16.0 0.68 0.0 0.36000 True 2500.000000 5FD93394279844762F3AF02 NaN NaN NaN NaN NaN NaN NaN NaN 89 22.0 80 17188 5000 2007-07-24 175.79 3159.22 2196.35 962.87 -60.19 0.0000 2803.65 2803.65 0.00 1.0 0 0 0.00 55 25000.0 49999.0 Q3 2007
113241 DC02342760707046473E662 2008-08-07 D 36 Defaulted 2011-12-19 0.34661 0.3225 0.3125 NaN NaN NaN NaN NaN NaN 5 GA Professional Full-time 90.0 True False NaN 2008-07-15 600.0 619.0 1992-10-14 4.0 4.0 32.0 1 215.0 1.0 9.0 1.0 900.0 10.0 1.0 1.0 4889.0 0.00 0.0 18.0 0.83 1.0 0.16000 True 7404.166667 A42D34291803200329D6AA1 NaN NaN NaN NaN NaN NaN NaN NaN 786 40.0 67 35630 1500 2008-08-19 0.00 2422.42 1147.60 1274.82 -35.53 -361.2000 368.79 -9.05 186.30 1.0 0 0 0.00 20 75000.0 99999.0 Q3 2008
113242 DC0C3423031264708BFB352 2008-06-18 D 36 Completed 2011-03-21 0.16309 0.1415 0.1315 NaN NaN NaN NaN NaN NaN 1 NJ Professional Full-time 8.0 False False NaN 2008-06-18 600.0 619.0 2003-09-02 9.0 9.0 15.0 2 130.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 5205.0 0.50 5095.0 9.0 0.66 0.0 0.29000 True 2916.666667 96B33424953711385EF3135 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 33430 5500 2008-06-27 188.38 6610.51 5500.02 1110.49 -78.49 0.0000 0.00 0.00 0.00 1.0 1 1 2000.00 120 25000.0 49999.0 Q2 2008
113243 DC1A3377080503670C92C79 2006-12-15 C 36 Completed 2009-05-27 0.15713 0.1500 0.1350 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True True 783C3371218786870A73D20 2006-12-03 640.0 659.0 2002-05-25 NaN NaN 15.0 6 689.0 3.0 12.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.46000 True 2977.000000 B800337694872626439BFC6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6105 8000 2007-01-04 277.32 9528.32 8000.00 1528.32 -54.58 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 211 NaN NaN Q1 2007
113250 F022340262642456491A743 2007-10-09 AA 36 Completed 2008-09-03 0.08684 0.0800 0.0750 NaN NaN NaN NaN NaN NaN 0 IL Accountant/CPA Full-time 57.0 False False NaN 2007-10-09 780.0 799.0 1999-08-17 10.0 10.0 28.0 9 215.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 1247.0 0.01 27087.0 20.0 1.00 0.0 0.13000 True 4333.333333 19A83403488106810EF9344 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21115 8000 2007-10-25 250.69 8373.09 8000.00 373.09 -23.32 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 132 50000.0 74999.0 Q4 2007
113254 F07433811157806764C2B52 2007-02-20 D 36 Completed 2007-05-07 0.23748 0.2300 0.2200 NaN NaN NaN NaN NaN NaN 0 NaN Sales - Retail Full-time 52.0 False False NaN 2007-02-20 620.0 639.0 2004-08-16 6.0 6.0 6.0 5 122.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 3741.0 0.74 929.0 6.0 1.00 2.0 0.45000 True 1463.416667 DAFB3384202461831D27CFD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8151 8000 2007-03-06 309.68 8309.45 8000.00 309.45 -13.45 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 94 1.0 24999.0 Q1 2007
113256 F07A34201889127852E547D 2008-04-28 E 36 Completed 2010-12-27 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 IN Accountant/CPA Full-time 20.0 False True FEF83377364176536637E50 2008-04-28 580.0 599.0 1997-02-13 7.0 6.0 73.0 3 83.0 1.0 13.0 6.0 9816.0 9.0 1.0 0.0 2056.0 0.97 44.0 44.0 0.63 0.0 0.49000 True 2730.000000 A40134205531381935CE9A5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30670 1600 2008-05-07 72.38 2484.64 1599.98 884.66 -25.28 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 10 25000.0 49999.0 Q2 2008
113259 F0973430911395882F0023A 2008-09-09 B 36 Defaulted 2009-04-20 0.16436 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 3 GA Professor Self-employed 8.0 True False NaN 2008-09-08 680.0 699.0 1994-04-05 11.0 11.0 24.0 7 416.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 34918.0 0.66 17582.0 23.0 0.86 5.0 NaN False 6250.000000 AD363431278014493EEF98A NaN NaN NaN NaN NaN NaN NaN NaN 801 7.0 66 36853 10000 2008-09-19 346.65 693.30 445.46 247.84 -16.52 0.0000 9554.54 9554.54 0.00 1.0 0 0 0.00 238 75000.0 99999.0 Q3 2008
113266 D38C342923068562182B861 2008-08-22 D 36 Completed 2010-03-23 0.22237 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 7 AZ Other Full-time 32.0 False True 52EA3425051368132B80C96 2008-08-11 620.0 639.0 1993-10-13 3.0 3.0 8.0 2 68.0 4.0 24.0 1.0 2435.0 3.0 0.0 0.0 496.0 0.19 2004.0 5.0 0.83 1.0 0.07000 True 3250.000000 703B3430584831752C454C8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36282 2000 2008-09-04 74.33 2443.71 2000.00 443.71 -22.19 0.0000 0.00 0.00 0.00 1.0 2 1 100.00 71 25000.0 49999.0 Q3 2008
113268 D3A03386027383584250780 2007-03-31 E 36 Completed 2010-04-11 0.28040 0.2650 0.2350 NaN NaN NaN NaN NaN NaN 0 NaN Administrative Assistant Full-time 5.0 False True 783C3371218786870A73D20 2007-03-31 560.0 579.0 1998-04-03 10.0 9.0 23.0 8 261.0 2.0 5.0 1.0 132.0 2.0 0.0 0.0 8882.0 0.85 1319.0 12.0 0.69 2.0 0.22000 True 2916.666667 094C3385872083083D68979 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12696 6000 2007-04-11 232.99 8561.49 6000.00 2561.49 -104.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 56 25000.0 49999.0 Q2 2007
113269 D3AB339815068517896F04F 2007-08-13 AA 36 Completed 2010-08-15 0.10234 0.0850 0.0800 NaN NaN NaN NaN NaN NaN 0 NY Computer Programmer Full-time 19.0 False False NaN 2007-08-13 760.0 779.0 1993-03-01 7.0 7.0 19.0 9 25.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 239.0 0.00 48161.0 16.0 1.00 2.0 0.12000 True 5000.000000 7BE93397622711534724C55 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18031 1000 2007-08-15 31.57 1136.71 1000.00 136.71 -8.04 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 7 50000.0 74999.0 Q3 2007
113271 D3B43401442477575E798AC 2007-09-26 AA 36 Completed 2009-10-21 0.12208 0.1151 0.1101 NaN NaN NaN NaN NaN NaN 0 CA Professional Full-time 5.0 True False NaN 2007-09-23 760.0 779.0 1989-08-01 23.0 20.0 38.0 11 1243.0 2.0 4.0 0.0 0.0 1.0 0.0 0.0 52291.0 0.76 16251.0 32.0 0.93 0.0 0.60000 True 9166.666667 CA85340165970371362ED30 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20205 25000 2007-10-10 824.52 28928.12 25000.00 3928.12 -170.64 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 235 100000.0 100000.0 Q4 2007
113275 DC463376112413792C6844A 2006-12-17 D 36 Completed 2009-12-04 0.20735 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 0 CO Tradesman - Plumber Not available NaN False True 3D4D3366260257624AB272D 2006-12-17 620.0 639.0 2001-12-12 NaN NaN 6.0 1 7.0 1.0 1.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 1928.333333 AB943377080980900F44E91 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 6018 6500 2006-12-29 241.56 8640.50 6500.00 2140.50 -54.88 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 NaN NaN Q4 2006
113276 DC6B33887598343770025E4 2007-05-02 C 36 Defaulted 2009-05-04 0.19128 0.1840 0.1740 NaN NaN NaN NaN NaN NaN 0 MO Administrative Assistant Full-time 22.0 False False NaN 2007-05-02 660.0 679.0 2000-06-19 22.0 20.0 28.0 21 734.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 26821.0 0.64 14403.0 27.0 0.96 1.0 0.44000 True 2500.000000 15E43390635913022F30E2D NaN NaN NaN NaN NaN NaN NaN NaN 103 24.0 82 15172 3500 2007-05-22 127.24 2417.56 1606.73 810.83 -44.07 0.0000 1893.27 1893.27 0.00 1.0 0 0 0.00 60 25000.0 49999.0 Q2 2007
113282 F03B33837145804294A99F0 2007-03-16 D 36 Completed 2010-03-20 0.17722 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 0 NaN Professional Full-time 101.0 False False NaN 2007-03-15 600.0 619.0 1989-08-23 16.0 14.0 30.0 13 489.0 4.0 5.0 0.0 0.0 0.0 1.0 0.0 18091.0 0.76 5451.0 28.0 0.92 3.0 0.20000 True 4500.000000 B2A9338535676605513B258 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8727 3600 2007-03-20 67.37 4653.73 3617.15 1036.58 -60.60 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 45 50000.0 74999.0 Q1 2007
113284 F03C33652026742055E3F34 2006-04-30 AA 36 Completed 2007-04-06 0.08634 0.0795 0.0745 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True False NaN 2006-04-30 820.0 839.0 1984-05-22 NaN NaN 25.0 0 0.0 0.0 NaN 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.03263 True 14583.333333 387333655845425429EFDF8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 94 776 2550 2006-05-09 79.85 2653.03 2550.00 103.03 -6.49 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 24 NaN NaN Q2 2006
113293 F0C63420151551864FCB356 2008-05-10 A 36 Completed 2009-06-10 0.09479 0.0810 0.0710 NaN NaN NaN NaN NaN NaN 1 CA Professional Full-time 28.0 False False NaN 2008-05-02 720.0 739.0 1984-01-05 9.0 8.0 28.0 6 69.0 0.0 10.0 0.0 0.0 0.0 0.0 0.0 2023.0 0.12 13184.0 25.0 1.00 2.0 0.27000 True 3083.333333 ADAF3421699465576A199BC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31391 6000 2008-05-20 188.30 6438.49 6000.00 438.49 -54.13 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 121 25000.0 49999.0 Q2 2008
113295 F0D333772699588029C3D68 2006-12-28 A 36 Completed 2008-09-22 0.09783 0.0900 0.0850 NaN NaN NaN NaN NaN NaN 0 TX Teacher Not available NaN True False NaN 2006-12-28 740.0 759.0 1977-06-11 NaN NaN 28.0 12 289.0 1.0 3.0 2.0 NaN 5.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 4000.000000 31C7337708753909560E9F5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6075 2200 2007-01-03 69.96 2455.18 2200.00 255.18 -14.17 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 24 NaN NaN Q1 2007
113297 F0DB3391744001048EE36A1 2007-06-11 C 36 Chargedoff 2010-09-24 0.16215 0.1550 0.1400 NaN NaN NaN NaN NaN NaN 0 TX Police Officer/Correction Officer Full-time 238.0 True True D9F4337221229974777DD03 2007-05-29 660.0 679.0 1988-06-09 12.0 10.0 26.0 8 182.0 4.0 7.0 0.0 0.0 22.0 0.0 0.0 4960.0 0.70 1849.0 21.0 0.65 4.0 0.15000 True 7666.666667 3714339285972068402DAB8 NaN NaN NaN NaN NaN NaN NaN NaN 1354 39.0 81 16318 14588 2007-06-25 509.28 17418.00 13779.98 3638.02 -242.54 -130.9500 808.01 495.21 172.19 1.0 0 0 0.00 251 75000.0 99999.0 Q2 2007
113299 D3C633654075965123E839C 2006-06-21 HR 36 Completed 2009-06-27 0.29525 0.2875 0.2825 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 6A3B336601725506917317E 2006-06-21 520.0 539.0 1989-05-01 NaN NaN 19.0 8 157.0 4.0 16.0 9.0 NaN 12.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.09000 True 3208.333333 C565336457248682060AB65 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1579 2550 2006-06-27 50.84 3875.03 2550.00 1325.03 -21.25 -37.2800 0.00 0.00 0.00 1.0 0 0 0.00 23 NaN NaN Q2 2006
113313 DCB23415741948968A05631 2008-03-04 B 36 Completed 2010-06-15 0.10234 0.0850 0.0750 NaN NaN NaN NaN NaN NaN 3 TX Other Full-time 88.0 True True D17D33657642555850349EB 2008-03-04 680.0 699.0 1998-07-14 17.0 12.0 40.0 10 138.0 7.0 15.0 0.0 0.0 0.0 0.0 0.0 8984.0 0.22 22416.0 39.0 1.00 11.0 0.02000 True 7500.000000 FE2B341594596204467E095 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28655 1000 2008-03-19 31.57 1097.71 1000.00 97.71 -11.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 42 75000.0 99999.0 Q1 2008
113319 DECB339824435437223DE79 2007-08-17 AA 36 Completed 2010-01-05 0.08182 0.0750 0.0700 NaN NaN NaN NaN NaN NaN 0 VA Engineer - Mechanical Full-time 10.0 True False NaN 2007-08-17 820.0 839.0 1997-10-01 11.0 9.0 18.0 9 150.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 4383.0 0.08 45417.0 17.0 1.00 1.0 0.05000 True 4583.333333 9CD43398255711251FE214A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 18496 3000 2007-08-30 93.32 3333.59 3000.00 333.59 -22.24 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 50000.0 74999.0 Q3 2007
113320 DED13383612582485D4B57C 2007-02-26 HR 36 Chargedoff 2009-07-16 0.26526 0.2500 0.2300 NaN NaN NaN NaN NaN NaN 0 NaN Architect Full-time 2.0 False True F0B53365823807576457B84 2007-02-19 520.0 539.0 2001-06-05 5.0 6.0 11.0 5 27.0 5.0 18.0 2.0 567.0 1.0 0.0 0.0 1067.0 0.96 34.0 11.0 0.54 3.0 0.08000 True 4513.750000 FC50338361520485286515B NaN NaN NaN NaN NaN NaN NaN NaN 1821 28.0 84 8543 5000 2007-03-15 198.80 4499.32 2745.29 1754.03 -73.08 0.0000 2254.73 2254.71 0.00 1.0 0 0 0.00 29 50000.0 74999.0 Q1 2007
113321 DEF033885876443538B6DD9 2007-04-28 E 36 Chargedoff 2008-01-14 0.30564 0.2900 0.2600 NaN NaN NaN NaN NaN NaN 0 TX Other Full-time 49.0 False True NaN 2007-04-09 560.0 579.0 1998-12-26 5.0 3.0 19.0 2 17.0 10.0 14.0 7.0 2840.0 3.0 0.0 0.0 392.0 0.00 0.0 8.0 0.45 1.0 0.18000 True 2833.333333 E95B3390272571018C84C5C NaN NaN NaN NaN NaN NaN NaN NaN 2368 8.0 82 14977 4000 2007-05-15 167.62 467.96 199.22 268.74 -9.96 0.0000 3800.79 3800.78 0.00 1.0 0 0 0.00 52 25000.0 49999.0 Q2 2007
113327 F2D43392454705272E5F08B 2007-06-13 AA 36 Completed 2008-12-26 0.08684 0.0800 0.0750 NaN NaN NaN NaN NaN NaN 0 GA Other Self-employed 269.0 True False NaN 2007-06-13 780.0 799.0 1986-02-01 9.0 9.0 11.0 8 429.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 42043.0 0.49 43251.0 10.0 1.00 0.0 0.33000 True 2500.000000 1D18339347587596942DD7D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16376 3195 2007-06-26 100.12 3461.45 3195.00 266.45 -16.64 0.0000 0.00 0.00 0.00 1.0 1 1 100.00 67 25000.0 49999.0 Q2 2007
113328 F2D933930402127231118AF 2007-07-03 C 36 Defaulted 2008-12-24 0.14709 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 0 MI Professional Full-time 30.0 True False NaN 2007-06-20 640.0 659.0 1984-06-18 9.0 11.0 46.0 3 605.0 8.0 22.0 6.0 34416.0 32.0 1.0 0.0 36046.0 1.01 0.0 42.0 0.57 0.0 0.19000 True 6833.333333 C6C83395765747885E8DDED NaN NaN NaN NaN NaN NaN NaN NaN 432 16.0 80 17175 2500 2007-07-23 85.44 1009.40 575.57 433.83 -18.83 -409.0000 1924.43 1079.02 549.59 1.0 0 0 0.00 89 75000.0 99999.0 Q3 2007
113330 F2EA342008468883025A1AA 2008-05-12 B 36 Completed 2009-02-10 0.12453 0.1105 0.1005 NaN NaN NaN NaN NaN NaN 1 NC Skilled Labor Full-time 68.0 True False NaN 2008-05-08 680.0 699.0 2000-11-03 7.0 6.0 18.0 4 129.0 2.0 3.0 0.0 0.0 11.0 0.0 0.0 7736.0 0.46 5692.0 17.0 0.76 3.0 0.14000 True 3918.833333 55493420325177368AFEC34 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31374 2000 2008-05-20 65.52 2146.00 2000.00 146.00 -13.21 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 45 25000.0 49999.0 Q2 2008
113335 F33034035996279490E0F48 2007-10-29 AA 36 Chargedoff 2010-01-10 0.07680 0.0700 0.0700 NaN NaN NaN NaN NaN NaN 0 TX Other Self-employed 277.0 True False NaN 2007-10-16 760.0 779.0 1978-04-01 17.0 16.0 36.0 16 2743.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 63072.0 0.42 86928.0 35.0 1.00 0.0 0.48000 True 8333.333333 68BC3404467833592127E7A NaN NaN NaN NaN NaN NaN NaN NaN 1643 26.0 76 21534 4000 2007-11-09 123.51 2593.71 2230.91 362.80 0.00 0.0000 1769.09 1769.09 0.00 1.0 0 0 0.00 109 100000.0 100000.0 Q4 2007
113342 D65B3393853128618ED9B1B 2007-07-10 D 36 Completed 2008-08-30 0.22734 0.2199 0.1999 NaN NaN NaN NaN NaN NaN 0 NaN Analyst Full-time 31.0 True True 223133764057631067F3FD8 2007-06-28 600.0 619.0 1992-02-12 15.0 14.0 33.0 10 466.0 6.0 16.0 0.0 0.0 0.0 1.0 0.0 14922.0 0.74 4163.0 30.0 0.96 0.0 0.21000 True 6333.333333 81C33394836195543812B22 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 17399 9000 2007-07-30 343.67 10316.57 9000.00 1316.57 -62.71 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 172 75000.0 99999.0 Q3 2007
113347 D6863409470409297B740EB 2008-01-07 HR 36 Defaulted 2008-07-22 0.31262 0.2890 0.2790 NaN NaN NaN NaN NaN NaN 4 IL Skilled Labor Full-time 11.0 False False NaN 2008-01-07 540.0 559.0 2001-12-11 2.0 1.0 10.0 1 0.0 4.0 6.0 1.0 284.0 0.0 0.0 0.0 0.0 0.00 0.0 10.0 0.50 0.0 0.06000 True 2500.000000 C17C341005338598012C022 NaN NaN NaN NaN NaN NaN NaN NaN 629 6.0 74 25789 1500 2008-01-23 62.78 62.78 25.96 36.82 -1.27 0.0000 1474.04 1474.04 0.00 1.0 0 0 0.00 44 25000.0 49999.0 Q1 2008
113350 DEFC33893945602057E02C7 2007-05-18 HR 36 Completed 2007-10-09 0.24807 0.2355 0.2155 NaN NaN NaN NaN NaN NaN 0 MN Analyst Full-time 89.0 False True FEF83377364176536637E50 2007-05-16 540.0 559.0 1995-09-23 3.0 3.0 15.0 4 70.0 4.0 5.0 2.0 57.0 30.0 1.0 0.0 1928.0 0.96 61.0 14.0 0.50 1.0 0.08000 True 3166.666667 113333899572511551274F6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 15427 4500 2007-05-30 175.49 4854.99 4500.00 354.99 -15.74 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 111 25000.0 49999.0 Q2 2007
113372 F3A733815373124741E421C 2007-02-06 HR 36 Chargedoff 2010-02-16 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 GA Executive Not available NaN True True DF643377029116179E7EDA3 2007-01-30 440.0 459.0 1989-04-28 NaN NaN 16.0 3 84.0 4.0 15.0 7.0 NaN 10.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06000 True 6369.000000 AF0533817718830644CBE5F NaN NaN NaN NaN NaN NaN NaN NaN 1607 36.0 85 7485 6500 2007-02-15 272.39 8399.09 5098.87 3300.22 -55.96 0.0000 1401.13 1401.13 0.00 1.0 0 0 0.00 32 NaN NaN Q1 2007
113376 D68E340526124871710ABBA 2007-11-03 AA 36 Completed 2010-11-15 0.08668 0.0695 0.0695 NaN NaN NaN NaN NaN NaN 0 MA Other Self-employed 96.0 True False NaN 2007-11-03 780.0 799.0 1992-04-02 11.0 9.0 30.0 7 734.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 30856.0 0.51 28844.0 30.0 1.00 0.0 0.51000 True 2393.500000 D1083404283810020C4B5F9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21682 1000 2007-11-15 30.85 1110.83 999.99 110.84 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 19 25000.0 49999.0 Q4 2007
113381 D6AB3367267147916E18B57 2006-09-02 HR 36 Defaulted 2007-05-13 0.24753 0.2400 0.2350 NaN NaN NaN NaN NaN NaN 0 MI Sales - Retail Not available NaN False True BF7933648979483651CB114 2006-08-23 480.0 499.0 2004-10-01 NaN NaN 7.0 0 0.0 4.0 12.0 5.0 NaN 12.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.17000 True 1672.666667 F55E3367419979566348A85 NaN NaN NaN NaN NaN NaN NaN NaN 223 9.0 90 3158 3120 2006-09-12 122.41 342.23 39.45 302.78 -1.62 -27.3600 3080.55 3080.55 0.00 1.0 0 0 0.00 7 NaN NaN Q3 2006
113383 D6B733647314088072FB42C 2006-06-13 AA 36 Completed 2006-12-18 0.08564 0.0788 0.0738 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN True False NaN 2006-06-03 860.0 879.0 1988-04-01 NaN NaN 20.0 9 53.0 1.0 6.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.05000 True 16666.666667 EE4D33652742098599DBD03 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 93 1484 2550 2006-06-21 79.77 2640.16 2550.00 90.16 -5.73 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 62 NaN NaN Q2 2006
113391 DF513384871184705D6F190 2007-04-03 D 36 Completed 2010-04-13 0.19981 0.1925 0.1825 NaN NaN NaN NaN NaN NaN 0 AZ Tradesman - Plumber Full-time 72.0 False True CD0E3364909037313F32874 2007-03-25 600.0 619.0 1998-06-19 13.0 11.0 29.0 10 442.0 7.0 14.0 3.0 2249.0 0.0 0.0 0.0 11193.0 0.89 1133.0 27.0 0.86 0.0 0.27000 True 4458.333333 9A583385808009346D92EF5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12794 7500 2007-04-13 267.23 9939.96 7500.00 2439.96 -126.75 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 174 NaN NaN Q2 2007
113393 DF633418353227774234865 2008-04-02 A 36 Defaulted 2009-04-11 0.20471 0.1900 0.1800 NaN NaN NaN NaN NaN NaN 3 CA Executive Full-time 35.0 True False NaN 2008-04-02 740.0 759.0 1973-10-01 6.0 5.0 26.0 5 1809.0 3.0 14.0 0.0 0.0 0.0 0.0 0.0 280926.0 0.97 7174.0 24.0 0.95 0.0 0.42000 True 3583.333333 F6723416940641485131A04 NaN NaN NaN NaN NaN NaN NaN NaN 1912 12.0 71 29543 22200 2008-04-11 813.76 5696.32 3382.23 2314.09 -121.80 0.0000 18817.76 18817.77 0.00 1.0 0 0 0.00 421 25000.0 49999.0 Q2 2008
113398 F3393426579543612ED1DF7 2008-07-20 A 36 Chargedoff 2011-10-31 0.25264 0.2375 0.2275 NaN NaN NaN NaN NaN NaN 7 OH Landscaping Full-time 212.0 False False NaN 2008-06-29 720.0 739.0 1991-07-01 1.0 1.0 6.0 1 0.0 1.0 2.0 2.0 0.0 4.0 5.0 0.0 0.0 0.00 294.0 6.0 0.66 0.0 0.16000 True 3629.750000 620A3426483693693EAB5CD NaN NaN NaN NaN NaN NaN NaN NaN 983 39.0 67 34958 15000 2008-08-01 586.53 19867.02 13585.29 6281.73 -259.53 -199.4200 1414.73 1414.71 0.00 1.0 0 0 0.00 263 25000.0 49999.0 Q3 2008
113399 F33A340842936719769CD3C 2007-12-19 B 36 Chargedoff 2009-03-04 0.15613 0.1490 0.1390 NaN NaN NaN NaN NaN NaN 3 CA Other Full-time 71.0 False True 18DA336463918236939DCE7 2007-11-26 680.0 699.0 1988-03-01 13.0 12.0 23.0 12 623.0 3.0 9.0 0.0 0.0 0.0 0.0 0.0 16507.0 0.11 67116.0 20.0 0.80 1.0 0.27000 True 3000.000000 54A33408928881304E12FC4 NaN NaN NaN NaN NaN NaN NaN NaN 1954 15.0 74 24227 5050 2008-01-02 174.81 1573.29 1060.20 513.09 -34.44 0.0000 3989.80 3989.80 0.00 1.0 0 0 0.00 140 25000.0 49999.0 Q1 2008
113400 F3533431687840426E5EC85 2008-09-14 HR 36 Defaulted 2012-01-25 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 FL Other Full-time 17.0 False False NaN 2008-09-14 540.0 559.0 2005-02-18 5.0 5.0 9.0 5 109.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 2631.0 1.23 0.0 7.0 1.00 0.0 0.16000 True 3250.000000 4071343265879461314C454 NaN NaN NaN NaN NaN NaN NaN NaN 135 40.0 66 37043 1000 2008-09-25 20.24 1599.36 782.04 817.32 -21.08 -23.0700 217.95 0.00 5.85 1.0 0 0 0.00 18 25000.0 49999.0 Q3 2008
113403 F3663418572519768B8434E 2008-04-16 NaN 36 Completed 2011-08-09 0.25786 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 1 IL Truck Driver Employed 124.0 False False NaN 2010-09-02 640.0 659.0 2000-05-09 6.0 5.0 8.0 5 71.0 0.0 2.0 2.0 1029.0 0.0 0.0 0.0 2330.0 0.68 1040.0 6.0 0.75 0.0 0.03000 True 4250.000000 684535988671430244079B4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 42 44409 1000 2010-09-15 37.16 1070.26 1000.00 70.26 -3.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 98 50000.0 74999.0 Q3 2010
113407 F3703411198534084FE3FAC 2008-01-31 C 36 Completed 2011-02-15 0.25163 0.2365 0.2265 NaN NaN NaN NaN NaN NaN 4 MI Other Full-time 25.0 True False NaN 2008-01-15 640.0 659.0 1995-07-17 14.0 8.0 50.0 3 25.0 0.0 5.0 0.0 0.0 2.0 0.0 0.0 725.0 0.37 777.0 25.0 0.50 0.0 2.16000 True 233.333333 F8DB3412466259203599CC1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27496 1386 2008-02-15 54.12 1947.69 1386.00 561.69 -23.75 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 23 1.0 24999.0 Q1 2008
113409 F3823406345850351F0D760 2007-11-15 B 36 Completed 2010-11-23 0.05672 0.0500 0.0400 NaN NaN NaN NaN NaN NaN 0 CA Other Full-time 7.0 False False NaN 2007-10-23 680.0 699.0 1993-10-01 7.0 7.0 17.0 7 173.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 7622.0 0.69 3378.0 17.0 0.94 0.0 NaN False 0.000000 BC9F34059636380927094D9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21909 7000 2007-11-23 209.80 7552.99 7000.01 552.98 -110.60 0.0000 0.00 0.00 0.00 1.0 1 1 7000.00 1 0.0 0.0 Q4 2007
113410 F38433650357620374A39A6 2006-04-28 C 36 Defaulted 2009-01-01 0.17560 0.1575 0.1525 NaN NaN NaN NaN NaN NaN 0 NC NaN NaN NaN True False NaN 2006-04-28 640.0 659.0 1999-05-30 NaN NaN 20.0 0 0.0 2.0 NaN 1.0 NaN NaN 0.0 NaN NaN NaN NaN NaN NaN NaN 0.14225 True 2833.333333 08C533655750096834E55A9 NaN NaN NaN NaN NaN NaN NaN NaN 158 32.0 94 692 1000 2006-05-02 35.03 940.81 697.44 243.37 -7.73 0.0000 302.59 302.56 0.00 1.0 0 0 0.00 7 NaN NaN Q2 2006
113411 F38A3414334687725A560AF 2008-02-27 A 36 Completed 2008-08-05 0.16033 0.1460 0.1360 NaN NaN NaN NaN NaN NaN 4 WA Professional Full-time 4.0 True False NaN 2008-02-26 720.0 739.0 1999-02-01 13.0 11.0 22.0 8 218.0 11.0 15.0 0.0 0.0 0.0 0.0 0.0 70087.0 0.56 54163.0 21.0 1.00 1.0 0.27000 True 4820.000000 B6C234156971088289C1B5A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28183 19995 2008-03-07 689.22 20683.32 19995.00 688.32 -47.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 423 50000.0 74999.0 Q1 2008
113413 F3C4341367054725543A765 2008-02-24 B 36 Completed 2011-04-25 0.13814 0.1240 0.1140 NaN NaN NaN NaN NaN NaN 1 OH Other Full-time 77.0 True False NaN 2008-02-23 700.0 719.0 1984-03-14 9.0 9.0 30.0 8 786.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 29984.0 0.94 1761.0 25.0 0.96 0.0 0.35000 True 3833.333333 B3F83416522355591826EFC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28564 9600 2008-03-18 290.01 11584.20 9599.99 1984.21 -159.99 -59.7900 0.00 0.00 0.00 1.0 0 0 0.00 256 25000.0 49999.0 Q1 2008
113419 F3ED3391341082253E96081 2007-06-09 C 36 Completed 2007-09-18 0.17722 0.1700 0.1600 NaN NaN NaN NaN NaN NaN 0 GA Other Full-time 8.0 True False NaN 2007-06-09 660.0 679.0 1994-06-06 5.0 4.0 28.0 2 0.0 3.0 4.0 2.0 436.0 4.0 0.0 0.0 0.0 0.00 0.0 22.0 0.56 1.0 0.17000 True 5833.333333 FA883391596544515D72653 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16118 5000 2007-06-18 178.26 5209.56 5000.00 209.56 -12.32 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 94 50000.0 74999.0 Q2 2007
113425 D7093426345724019AA5767 2008-07-20 B 36 Completed 2009-02-10 0.18302 0.1685 0.1585 NaN NaN NaN NaN NaN NaN 5 MN Professional Full-time 36.0 True False NaN 2008-07-18 700.0 719.0 1999-05-31 12.0 10.0 54.0 8 260.0 5.0 10.0 0.0 0.0 0.0 0.0 0.0 28223.0 0.50 27805.0 37.0 1.00 3.0 0.15000 True 4750.000000 3A4334270667587807D792E 1.0 7.0 7.0 0.0 0.0 10000.0 0.00 80.0 0 NaN 68 34709 15000 2008-07-29 533.67 16276.89 15000.00 1276.89 -75.78 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 464 50000.0 74999.0 Q3 2008
113429 F60133848035561765AA1EC 2007-03-20 D 36 Completed 2008-06-05 0.08718 0.0700 0.0600 NaN NaN NaN NaN NaN NaN 0 NaN Other Full-time 3.0 False False NaN 2007-03-13 620.0 639.0 1999-02-09 1.0 1.0 4.0 2 166.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4991.0 0.99 9.0 4.0 1.00 0.0 0.11000 True 1833.333333 3C4B3385220880109F541DE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 12542 1000 2007-04-06 30.88 1068.07 1000.00 68.07 -9.74 0.0000 0.00 0.00 0.00 1.0 1 1 1000.00 1 1.0 24999.0 Q2 2007
113430 F60433903453461788EE40C 2007-05-15 E 36 Chargedoff 2009-02-26 0.20350 0.1888 0.1788 NaN NaN NaN NaN NaN NaN 0 WA Truck Driver Full-time 151.0 False True 7F173364571734123A2E1CD 2007-05-15 580.0 599.0 1996-04-30 15.0 13.0 38.0 10 243.0 3.0 16.0 1.0 0.0 4.0 1.0 0.0 6761.0 0.68 2932.0 34.0 0.82 4.0 0.24000 True 5000.000000 BB5E3389188963213563994 NaN NaN NaN NaN NaN NaN NaN NaN 1962 21.0 82 15363 1700 2007-05-25 62.21 995.36 638.30 357.06 -18.91 0.0000 1061.70 1061.70 0.00 1.0 0 0 0.00 71 50000.0 74999.0 Q2 2007
113435 F61A3364688573353F3155E 2006-06-22 AA 36 Completed 2008-02-26 0.08131 0.0739 0.0639 NaN NaN NaN NaN NaN NaN 0 TX NaN NaN NaN False True 9DCD33660811091800C5BEE 2006-06-22 780.0 799.0 1992-10-07 NaN NaN 17.0 11 54.0 1.0 2.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.17000 True 2750.000000 49B633648128888261DA594 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 1686 2300 2006-07-03 71.43 2498.35 2300.00 198.35 -14.40 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 57 NaN NaN Q3 2006
113436 F6213427378268399CD3E84 2008-08-05 B 36 Completed 2009-07-02 0.15932 0.1450 0.1350 NaN NaN NaN NaN NaN NaN 1 ID Sales - Retail Full-time 10.0 False False NaN 2008-07-29 700.0 719.0 1984-01-12 2.0 2.0 13.0 2 10.0 0.0 0.0 1.0 40.0 6.0 1.0 0.0 0.0 0.00 0.0 11.0 0.45 0.0 0.05000 True 2567.000000 86E1342892328743373039B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35750 3500 2008-08-20 120.47 3893.53 3500.00 393.53 -27.14 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 121 25000.0 49999.0 Q3 2008
113437 F5F934057590636999EC160 2007-11-28 A 36 Completed 2010-03-29 0.10421 0.0973 0.0873 NaN NaN NaN NaN NaN NaN 0 FL Professional Full-time 27.0 True False NaN 2007-11-28 720.0 739.0 1988-06-30 11.0 9.0 14.0 7 280.0 1.0 8.0 0.0 0.0 1.0 0.0 0.0 9003.0 0.38 14297.0 14.0 0.92 3.0 0.14000 True 5166.666667 85B33406036801088B5DE3A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 22241 6000 2007-12-06 192.84 6880.53 6000.00 880.53 -90.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 249 50000.0 74999.0 Q4 2007
113438 F60733644194583537B6146 2006-02-15 B 36 Completed 2009-03-02 0.08684 0.0800 0.0700 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 2AC1336501013971385DB0A 2006-02-15 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.31080 True 5833.333333 09143365806594041E3BF22 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 96 118 3000 2006-03-02 46.80 3372.06 3000.00 372.06 -24.43 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 9 NaN NaN Q1 2006
113440 F6283425725051412221393 2008-07-07 C 36 Completed 2011-07-11 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 MN Realtor Full-time 19.0 True False NaN 2008-07-02 660.0 679.0 1984-10-30 12.0 11.0 34.0 9 219.0 0.0 0.0 1.0 0.0 0.0 1.0 0.0 7815.0 0.88 860.0 29.0 0.79 0.0 0.28000 True 2916.666667 8CBC3426408249588D8007E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 34043 6000 2008-07-11 200.21 9812.33 5999.99 3812.34 -108.91 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 45 25000.0 49999.0 Q3 2008
113448 D9F33419843915033268DAE 2008-04-28 AA 36 Completed 2009-12-30 0.12198 0.1150 0.1050 NaN NaN NaN NaN NaN NaN 3 IN Other Self-employed 22.0 True False NaN 2008-04-28 820.0 839.0 1998-04-01 8.0 8.0 20.0 4 61.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 2457.0 0.07 31493.0 19.0 1.00 0.0 0.26000 True 5416.666667 AC2534200839210928F8C9F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 30955 25000 2008-05-13 824.40 28617.69 25000.00 3617.69 -314.58 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 912 50000.0 74999.0 Q2 2008
113452 D9FB3367668635656F8A397 2006-08-27 AA 36 Completed 2009-09-16 0.09809 0.0912 0.0850 NaN NaN NaN NaN NaN NaN 0 TX Other Not available NaN True True 58EB3365212241384CF263E 2006-08-27 780.0 799.0 1995-07-01 NaN NaN 25.0 3 74.0 3.0 4.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 5166.666667 8409336726920028576301A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3028 5000 2006-09-05 153.86 5724.84 5000.00 724.84 -40.27 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 84 NaN NaN Q3 2006
113453 DA0133762426866899D3AB9 2006-12-26 A 36 Completed 2010-01-09 0.08784 0.0810 0.0760 NaN NaN NaN NaN NaN NaN 0 NY Professional Not available NaN False True 87AF336457453170468EEA4 2006-12-07 740.0 759.0 1999-09-11 NaN NaN 23.0 12 78.0 0.0 9.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.04000 True 4000.000000 01723377832655990A37359 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6237 3000 2007-01-09 83.54 3395.01 3000.00 395.01 -24.09 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 NaN NaN Q1 2007
113454 DA023366781039135DC36D6 2006-08-20 A 36 Defaulted 2007-06-24 0.11596 0.1090 0.1040 NaN NaN NaN NaN NaN NaN 0 VA Skilled Labor Not available NaN True False NaN 2006-08-20 740.0 759.0 1993-10-10 NaN NaN 21.0 7 237.0 0.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 4000.000000 C8E03367099196970CF709C NaN NaN NaN NaN NaN NaN NaN NaN 182 11.0 91 2776 3000 2006-08-23 98.07 490.35 359.79 130.56 -5.98 0.0000 2640.21 2640.21 0.00 1.0 0 0 0.00 5 NaN NaN Q3 2006
113458 E26A342066347518388FAAE 2008-05-03 C 36 Completed 2009-03-03 0.21020 0.1880 0.1780 NaN NaN NaN NaN NaN NaN 5 IL Other Full-time 10.0 True True DD17336621690487632377B 2008-05-03 640.0 659.0 1999-12-22 7.0 6.0 12.0 3 370.0 0.0 8.0 0.0 0.0 0.0 0.0 0.0 33152.0 0.97 994.0 10.0 1.00 0.0 0.06000 True 7083.333333 8816341917319638000FF16 1.0 18.0 17.0 1.0 0.0 5000.0 2942.70 0.0 0 NaN 70 30603 1000 2008-05-06 36.55 1140.21 1000.00 140.21 -7.46 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 17 75000.0 99999.0 Q2 2008
113459 E26C337724605084611BAF9 2006-12-18 HR 36 Chargedoff 2008-03-03 0.25707 0.2495 0.2445 NaN NaN NaN NaN NaN NaN 0 CA Professional Not available NaN False True NaN 2006-12-17 500.0 519.0 2003-04-04 NaN NaN 9.0 0 0.0 3.0 11.0 5.0 NaN 6.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.03000 True 8623.333333 B8D8337803277530181F3C9 NaN NaN NaN NaN NaN NaN NaN NaN 2319 14.0 86 6063 3500 2007-01-03 139.07 1156.63 448.50 708.13 -8.88 -76.4900 2999.27 3051.50 0.00 1.0 0 0 0.00 106 NaN NaN Q1 2007
113460 E27834318074302725F7A4B 2008-09-16 E 36 Chargedoff 2009-06-27 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 3 IL Other Self-employed 45.0 True True CCE4336558975150559A215 2008-09-16 560.0 579.0 1965-04-01 3.0 5.0 23.0 1 10.0 0.0 1.0 2.0 20911.0 44.0 1.0 0.0 354.0 1.01 0.0 16.0 0.52 0.0 NaN False 8333.333333 46D23433267665410667164 NaN NaN NaN NaN NaN NaN NaN NaN 1657 10.0 66 37085 4000 2008-09-26 180.94 693.76 233.68 460.08 -13.15 0.0000 3766.32 3766.32 1055.64 1.0 0 0 0.00 15 100000.0 100000.0 Q3 2008
113463 E27B34276142893540D2BA2 2008-07-23 B 36 Completed 2011-08-01 0.16184 0.1475 0.1375 NaN NaN NaN NaN NaN NaN 6 PA Analyst Full-time 25.0 False False NaN 2008-07-23 700.0 719.0 2003-10-29 10.0 10.0 20.0 4 44.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 1702.0 0.42 2298.0 17.0 1.00 1.0 0.28000 True 2916.666667 17B0342836733583359A3A0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 34937 6000 2008-08-01 140.37 7498.25 6000.00 1498.25 -100.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 185 25000.0 49999.0 Q3 2008
113467 F62633666783721527A4300 2006-08-28 C 36 Completed 2008-01-29 0.16215 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN False True BAE93365625072437A1CBD9 2006-08-22 640.0 659.0 1996-03-05 NaN NaN 12.0 4 47.0 1.0 9.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.27000 True 2065.083333 F6A333689740804499CD2F0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3149 3000 2006-09-12 104.73 3497.91 3000.00 497.91 -16.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 54 NaN NaN Q3 2006
113470 F64C3433998664576C32848 2008-10-01 A 36 Completed 2011-04-25 0.09579 0.0820 0.0720 NaN NaN NaN NaN NaN NaN 2 OK Executive Full-time 171.0 True False NaN 2008-10-01 720.0 739.0 1991-03-12 16.0 15.0 51.0 14 1850.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 83985.0 0.80 20120.0 43.0 1.00 0.0 0.18000 True 13000.000000 0ADB343382400436870E0B6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 65 37608 5000 2008-10-10 157.14 5638.05 5000.03 638.02 -77.81 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 177 100000.0 100000.0 Q4 2008
113474 F6663387849798550BBB8BF 2007-04-23 AA 36 Completed 2010-05-04 0.09567 0.0784 0.0734 NaN NaN NaN NaN NaN NaN 0 FL Professional Full-time 210.0 True True 5DCC33742483328450D3A6F 2007-04-23 780.0 799.0 1981-12-12 15.0 14.0 38.0 12 157.0 1.0 5.0 4.0 4.0 4.0 0.0 0.0 12062.0 0.22 41138.0 38.0 0.81 1.0 0.12000 True 5833.333333 77EB33878330172727D6AE8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 14628 1000 2007-05-04 31.26 1125.67 999.78 125.89 -8.03 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 37 NaN NaN Q2 2007
113479 F6773410347960189D25F0E 2008-01-02 E 36 Completed 2011-01-21 0.27535 0.2600 0.2500 NaN NaN NaN NaN NaN NaN 1 CA Medical Technician Full-time 11.0 False False NaN 2007-12-19 560.0 579.0 1995-08-10 13.0 10.0 22.0 7 247.0 2.0 17.0 0.0 770.0 0.0 1.0 0.0 6977.0 0.99 143.0 18.0 0.88 1.0 0.18000 True 5250.000000 2A6E34097384299879A647E 1.0 10.0 10.0 0.0 0.0 3500.0 2802.46 0.0 0 NaN 74 25232 3500 2008-01-10 141.02 5237.00 3499.98 1737.02 -63.93 -47.9500 0.00 0.00 0.00 1.0 1 0 0.00 86 50000.0 74999.0 Q1 2008
113485 DA153422134287105784C7D 2008-05-29 B 36 Completed 2011-06-09 0.18756 0.1730 0.1630 NaN NaN NaN NaN NaN NaN 4 GA Skilled Labor Full-time 12.0 True False NaN 2008-05-29 680.0 699.0 2001-01-01 7.0 5.0 19.0 3 327.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 11551.0 0.79 3049.0 18.0 1.00 0.0 NaN False 0.000000 AF0C3422913439597BE0E22 1.0 10.0 10.0 0.0 0.0 10000.0 7768.47 0.0 0 NaN 69 32444 6000 2008-06-09 213.28 7734.69 6000.00 1734.69 -100.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 135 0.0 0.0 Q2 2008
113494 E2873373831783506A300C2 2006-11-27 E 36 Completed 2008-04-10 0.23748 0.2300 0.2250 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False True EF543365873906104DC9A04 2006-11-27 560.0 579.0 1998-10-30 NaN NaN 40.0 11 850.0 10.0 24.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.36000 True 5500.000000 5E5E33751584090215DEBB3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 87 5285 10000 2006-12-07 387.10 12587.43 10000.00 2587.43 -56.26 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 67 NaN NaN Q4 2006
113496 E29C3371870795128D3F5D6 2006-10-23 C 36 Completed 2009-10-27 0.17722 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True False NaN 2006-10-23 660.0 679.0 1988-03-01 NaN NaN 36.0 6 778.0 0.0 2.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.18000 True 9708.333333 A9AB33720738688304CE4F3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 89 4251 7500 2006-10-27 264.98 9628.82 7500.00 2128.82 -62.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 73 NaN NaN Q4 2006
113500 E2AD340209220869399C970 2007-10-16 A 36 Completed 2010-02-25 0.10843 0.1015 0.0965 NaN NaN NaN NaN NaN NaN 0 FL Professional Full-time 40.0 True False NaN 2007-10-15 720.0 739.0 1981-12-01 7.0 7.0 34.0 6 101.0 0.0 5.0 1.0 0.0 3.0 1.0 0.0 4044.0 0.54 3313.0 33.0 0.57 1.0 0.06000 True 6626.250000 AF2C3403661014599B9D868 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21144 9500 2007-10-25 307.21 10443.19 9500.00 943.19 -46.46 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 251 75000.0 99999.0 Q4 2007
113501 F65A3411184813599D0E4E5 2008-01-13 B 36 Defaulted 2010-03-24 0.15428 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 1 CA Professional Full-time 24.0 True False NaN 2008-01-10 700.0 719.0 1994-10-01 5.0 5.0 14.0 4 180.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 12559.0 0.90 1341.0 13.0 0.84 0.0 0.07000 True 12500.000000 627334107598548896793DD NaN NaN NaN NaN NaN NaN NaN NaN 836 27.0 74 25681 22000 2008-01-22 751.91 15790.11 11706.53 4083.58 -291.68 0.0000 10293.47 10293.47 0.00 1.0 0 0 0.00 398 100000.0 100000.0 Q1 2008
113505 F673339516848127807E276 2007-07-26 D 36 Completed 2009-09-09 0.19730 0.1900 0.1800 NaN NaN NaN NaN NaN NaN 0 OH Other Full-time 64.0 False False NaN 2007-07-20 620.0 639.0 2002-10-10 9.0 7.0 12.0 4 204.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 11687.0 0.70 3986.0 11.0 1.00 2.0 0.27000 True 3605.000000 37CB339542057787722FED7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17734 9200 2007-08-06 337.24 11823.59 9200.00 2623.59 -138.08 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 50000.0 74999.0 Q3 2007
113508 F6793430004356250613A30 2008-08-20 AA 36 Defaulted 2009-05-29 0.33172 0.3238 0.3138 NaN NaN NaN NaN NaN NaN 7 CA Executive Full-time 91.0 True False NaN 2008-08-20 760.0 779.0 1994-11-21 15.0 12.0 34.0 11 593.0 5.0 8.0 0.0 0.0 0.0 0.0 0.0 28628.0 0.37 48572.0 31.0 0.96 1.0 NaN False 11666.666667 E4783428911477270086121 NaN NaN NaN NaN NaN NaN NaN NaN 761 10.0 67 36046 25000 2008-08-28 1094.14 4361.56 1045.60 3315.96 -97.34 -558.0000 23954.39 23954.40 0.00 1.0 0 0 0.00 248 100000.0 100000.0 Q3 2008
113510 F68E34057290834008E4AB3 2007-11-28 C 36 Chargedoff 2008-08-03 0.24753 0.2400 0.2300 NaN NaN NaN NaN NaN NaN 0 AL Laborer Full-time 40.0 True False NaN 2007-11-28 640.0 659.0 1998-07-17 14.0 9.0 30.0 5 55.0 0.0 0.0 1.0 129.0 8.0 0.0 0.0 16.0 0.03 484.0 28.0 0.57 1.0 0.21000 True 5760.750000 112634074747037116295A1 NaN NaN NaN NaN NaN NaN NaN NaN 2166 8.0 75 22181 6000 2007-12-04 235.40 706.20 353.85 352.35 -43.00 -17.0000 5646.15 5646.15 85.00 1.0 0 0 0.00 73 50000.0 74999.0 Q4 2007
113513 F69234225974295685E70AB 2008-06-04 AA 36 Completed 2011-05-26 0.07921 0.0724 0.0624 NaN NaN NaN NaN NaN NaN 1 FL Computer Programmer Full-time 101.0 True False NaN 2008-06-04 800.0 819.0 1994-08-15 11.0 11.0 24.0 7 195.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5334.0 0.17 25416.0 21.0 0.95 0.0 0.19000 True 3166.666667 50BE342360907485544D312 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 33369 5000 2008-06-26 154.93 5570.80 5000.00 570.80 -78.83 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 155 25000.0 49999.0 Q2 2008
113515 F6AA3375298063348CEA85D 2006-12-09 HR 36 Chargedoff 2008-04-20 0.22931 0.2200 0.2150 NaN NaN NaN NaN NaN NaN 0 TX Other Not available NaN True True FE113364863511529673D04 2006-12-09 520.0 539.0 1998-09-03 NaN NaN 28.0 2 140.0 1.0 6.0 6.0 NaN 48.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 2083.333333 3B623377329197096069606 NaN NaN NaN NaN NaN NaN NaN NaN 2209 16.0 87 5764 2000 2006-12-21 76.38 814.00 440.55 373.45 -6.73 -49.1419 1559.43 1559.45 137.76 1.0 0 0 0.00 29 NaN NaN Q4 2006
113517 F6B434235328414801924AE 2008-06-10 B 36 Defaulted 2010-01-20 0.20582 0.1911 0.1811 NaN NaN NaN NaN NaN NaN 1 OR Other Full-time 192.0 True True F555336594467179889CEFB 2008-06-03 700.0 719.0 1995-02-11 15.0 15.0 32.0 13 971.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 38168.0 0.59 18342.0 29.0 0.89 0.0 0.44000 True 4000.000000 E1EA3423873502011B48588 1.0 27.0 27.0 0.0 0.0 5000.0 1384.38 0.0 527 19.0 69 33057 10000 2008-06-19 367.12 5139.68 3230.19 1909.49 -99.92 0.0000 6769.81 6769.81 0.00 1.0 0 0 0.00 144 25000.0 49999.0 Q2 2008
113519 DA3D3390119104509AEA70E 2007-06-03 A 36 Completed 2010-02-16 0.11184 0.1049 0.0999 NaN NaN NaN NaN NaN NaN 0 CA Medical Technician Full-time 8.0 False False NaN 2007-06-03 740.0 759.0 1994-09-01 5.0 2.0 16.0 2 52.0 2.0 2.0 0.0 0.0 7.0 1.0 0.0 1521.0 0.11 11229.0 16.0 0.68 0.0 0.06000 True 5000.000000 B0A6339232546256542F412 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16004 7500 2007-06-14 243.73 8757.52 7500.00 1257.52 -59.94 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 195 50000.0 74999.0 Q2 2007
113523 DA6934249256893007815B3 2008-06-20 A 36 Defaulted 2010-06-02 0.26526 0.2500 0.2400 NaN NaN NaN NaN NaN NaN 3 MO Engineer - Mechanical Full-time 59.0 True False NaN 2008-06-03 720.0 739.0 1996-09-11 41.0 39.0 63.0 13 896.0 2.0 24.0 0.0 0.0 0.0 0.0 0.0 65798.0 0.63 23614.0 57.0 1.00 4.0 0.50000 True 5260.916667 F168342411583445379D4EA NaN NaN NaN NaN NaN NaN NaN NaN 488 24.0 68 33535 20000 2008-07-01 795.20 14313.60 8144.04 6169.56 -246.78 0.0000 11855.96 11855.96 0.00 1.0 2 0 0.00 366 50000.0 74999.0 Q3 2008
113526 DA7F34162284592813C2E09 2008-03-13 B 36 Chargedoff 2009-07-26 0.17445 0.1600 0.1500 NaN NaN NaN NaN NaN NaN 1 IL Executive Full-time 98.0 True False NaN 2008-03-08 680.0 699.0 1989-04-25 12.0 12.0 28.0 7 179.0 2.0 15.0 0.0 0.0 4.0 1.0 0.0 4093.0 0.62 2209.0 24.0 0.80 0.0 0.14000 True 9916.666667 1CF83415267108237710DED NaN NaN NaN NaN NaN NaN NaN NaN 1081 16.0 72 28835 8500 2008-03-25 298.83 3449.47 1858.58 1590.89 -139.82 -549.8600 6641.42 624.55 1552.70 1.0 0 0 0.00 348 100000.0 100000.0 Q1 2008
113528 D89E3428050863395D0379B 2008-08-11 E 36 Chargedoff 2010-03-24 0.36438 0.3400 0.3300 NaN NaN NaN NaN NaN NaN 7 WA Sales - Retail Part-time 56.0 False False NaN 2008-07-13 560.0 579.0 1991-04-08 7.0 6.0 25.0 6 122.0 1.0 9.0 2.0 34.0 49.0 1.0 0.0 3844.0 1.14 23.0 23.0 0.62 0.0 0.11000 True 2041.666667 A67734290993369742BAC98 NaN NaN NaN NaN NaN NaN NaN NaN 1569 20.0 67 35828 1000 2008-08-22 44.67 580.38 223.22 357.16 -10.50 0.0000 776.78 776.78 0.00 1.0 0 0 0.00 22 1.0 24999.0 Q3 2008
113529 D8A23416805127026D4FAA9 2008-04-02 AA 36 Chargedoff 2010-01-17 0.07870 0.0770 0.0770 NaN NaN NaN NaN NaN NaN 2 TX Administrative Assistant Full-time 3.0 False False NaN 2008-04-02 800.0 819.0 1992-07-31 13.0 8.0 42.0 9 79.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 175.0 0.01 14825.0 39.0 0.97 1.0 0.29000 True 2916.666667 34D33417393776734CAA2C4 NaN NaN NaN NaN NaN NaN NaN NaN 1636 21.0 71 29748 10000 2008-04-16 311.98 4991.68 4160.89 830.79 0.00 0.0000 5839.11 5839.11 0.00 1.0 0 0 0.00 169 25000.0 49999.0 Q2 2008
113531 D8B533733916498089D684E 2006-11-08 HR 36 Defaulted 2007-08-26 0.21857 0.2000 0.1550 NaN NaN NaN NaN NaN NaN 0 KS Other Not available NaN False True 783C3371218786870A73D20 2006-11-06 480.0 499.0 1999-04-21 NaN NaN 22.0 0 0.0 1.0 4.0 16.0 NaN 7.0 3.0 NaN NaN NaN NaN NaN NaN NaN 0.20000 True 2000.000000 EB2F3374414618731F5EEDB NaN NaN NaN NaN NaN NaN NaN NaN 241 9.0 88 4931 1000 2006-11-27 37.16 143.64 74.63 69.01 0.00 0.0000 925.37 925.37 0.00 1.0 0 0 0.00 4 NaN NaN Q4 2006
113541 D8FF34246098289569ECC6D 2008-07-03 D 36 Completed 2011-06-10 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 7 CA Military Enlisted Full-time 48.0 False False NaN 2008-07-03 600.0 619.0 2005-08-21 7.0 7.0 9.0 2 114.0 6.0 7.0 0.0 0.0 0.0 0.0 0.0 3131.0 0.00 0.0 8.0 1.00 2.0 NaN False 1833.333333 ABF8342612731812789A719 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33973 2000 2008-07-10 90.47 3268.37 2000.04 1268.33 -34.87 -57.8800 0.00 0.00 0.00 1.0 0 0 0.00 15 1.0 24999.0 Q3 2008
113546 FB553418551414431671E0D 2008-04-18 B 36 Completed 2011-02-03 0.23801 0.2230 0.2130 NaN NaN NaN NaN NaN NaN 7 AR Clerical Full-time 79.0 False False NaN 2008-08-20 700.0 719.0 1992-03-01 8.0 8.0 9.0 7 155.0 1.0 2.0 0.0 0.0 0.0 5.0 1.0 3729.0 0.16 19221.0 8.0 1.00 1.0 0.25000 True 3750.000000 E71634311169307081BA4DC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36564 7000 2008-09-11 268.42 8877.60 7000.04 1877.56 -84.19 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 146 25000.0 49999.0 Q3 2008
113554 CA4E340285468929312C295 2007-10-16 AA 36 Completed 2007-11-26 0.08684 0.0800 0.0750 NaN NaN NaN NaN NaN NaN 0 CA Other Retired 123.0 True False NaN 2007-09-29 800.0 819.0 1977-07-01 10.0 10.0 16.0 7 613.0 0.0 11.0 0.0 0.0 0.0 0.0 0.0 7799.0 0.09 75482.0 16.0 0.93 0.0 0.25000 True 2000.000000 D15C34029265705967AD842 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21202 3500 2007-10-29 109.68 3521.48 3500.00 21.48 -1.34 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 133 1.0 24999.0 Q4 2007
113563 C2003389739219936EE1255 2007-05-25 D 36 Completed 2009-08-26 0.21177 0.2044 0.1794 NaN NaN NaN NaN NaN NaN 0 NH Sales - Commission Full-time 83.0 False True 9BBE337094173775621CD34 2007-05-18 620.0 639.0 2001-04-12 9.0 8.0 12.0 8 154.0 2.0 6.0 0.0 0.0 0.0 1.0 0.0 3029.0 0.45 3165.0 9.0 0.81 2.0 0.18000 True 2976.000000 B71433905635146066579FC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 15856 10050 2007-06-11 375.75 13030.82 10050.00 2980.82 -156.39 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 218 25000.0 49999.0 Q2 2007
113568 C20D342477059254540F122 2008-06-26 C 36 Completed 2010-05-28 0.24213 0.2195 0.2095 NaN NaN NaN NaN NaN NaN 1 SC Teacher Full-time 10.0 True False NaN 2008-06-26 640.0 659.0 1993-03-23 12.0 9.0 37.0 7 165.0 2.0 17.0 0.0 0.0 0.0 0.0 0.0 6126.0 0.79 1525.0 36.0 0.78 1.0 0.24000 True 3500.000000 69253425460894989AB9472 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 33789 7750 2008-07-08 295.78 9924.35 7787.24 2137.11 -94.63 -251.4100 0.00 0.00 0.00 1.0 0 0 0.00 265 25000.0 49999.0 Q3 2008
113573 DF87342194034803036E12C 2008-05-29 HR 36 Chargedoff 2009-01-05 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 4 OK Other Full-time 18.0 False False NaN 2008-05-15 520.0 539.0 2006-11-28 3.0 2.0 5.0 0 0.0 3.0 10.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 0.0 4.0 1.00 2.0 0.26000 True 1500.000000 7F3634222737849944D6C42 NaN NaN NaN NaN NaN NaN NaN NaN 2013 7.0 69 32228 2995 2008-06-04 135.48 255.96 59.64 196.32 -5.61 0.0000 2935.36 2935.36 0.00 1.0 0 0 0.00 37 1.0 24999.0 Q2 2008
113576 DF9B33840834422420E957F 2007-03-05 HR 36 Chargedoff 2010-01-17 0.21402 0.1955 0.1855 NaN NaN NaN NaN NaN NaN 0 NaN Clerical Full-time 16.0 False False NaN 2007-02-19 520.0 539.0 1988-10-13 2.0 5.0 22.0 4 65.0 5.0 14.0 11.0 2310.0 25.0 0.0 0.0 1402.0 0.81 309.0 14.0 0.16 1.0 0.06000 True 2510.666667 AF7A338509119398793B93D NaN NaN NaN NaN NaN NaN NaN NaN 1636 34.0 84 8608 1000 2007-03-16 36.93 1035.97 710.46 325.51 -15.88 0.0000 289.54 289.54 0.00 1.0 0 0 0.00 37 25000.0 49999.0 Q1 2007
113588 D9613391911325872DF6CCC 2007-06-16 D 36 Completed 2010-07-19 0.19957 0.1850 0.1700 NaN NaN NaN NaN NaN NaN 0 IL Student - College Graduate Student Part-time 2.0 False True FEF83377364176536637E50 2007-06-16 600.0 619.0 1993-02-01 7.0 4.0 33.0 4 80.0 2.0 9.0 2.0 1095.0 51.0 2.0 0.0 480.0 0.24 1483.0 12.0 0.43 1.0 0.50000 True 800.000000 CEB933918184197796F6157 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 81 16378 1258 2007-06-26 0.00 1661.75 1257.96 403.79 -21.87 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 63 1.0 24999.0 Q2 2007
113591 D9713365396667198865442 2006-07-12 C 36 Completed 2009-07-20 0.15462 0.1475 0.1425 NaN NaN NaN NaN NaN NaN 0 NC NaN NaN NaN True True 2D823364796895884B33414 2006-07-10 640.0 659.0 1984-12-01 NaN NaN 17.0 7 303.0 2.0 10.0 0.0 NaN 4.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.12000 True 5833.333333 B53A33653939358834F4417 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 92 2005 5500 2006-07-20 186.26 6843.37 5500.00 1343.37 -45.54 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 120 NaN NaN Q3 2006
113592 D97134045837012291E065B 2007-11-10 A 36 Completed 2010-11-23 0.08935 0.0825 0.0725 NaN NaN NaN NaN NaN NaN 0 IL Analyst Full-time 57.0 True False NaN 2007-11-02 720.0 739.0 1985-05-02 20.0 18.0 33.0 12 1876.0 4.0 12.0 0.0 0.0 0.0 0.0 0.0 136070.0 0.65 70755.0 31.0 1.00 2.0 0.30000 True 6612.666667 B56E340512881908709F0D8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21914 5500 2007-11-23 172.99 6227.88 5499.99 727.89 -88.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 152 75000.0 99999.0 Q4 2007
113598 D9B83400278931579C58486 2007-09-23 HR 36 Chargedoff 2008-05-04 0.24507 0.2300 0.2200 NaN NaN NaN NaN NaN NaN 0 IL Laborer Full-time 39.0 False True FEF83377364176536637E50 2007-09-05 520.0 539.0 1996-04-04 6.0 6.0 57.0 1 40.0 1.0 5.0 20.0 6371.0 11.0 1.0 0.0 1009.0 1.00 0.0 36.0 0.45 3.0 0.51000 True 2166.666667 BD9234017880406037AD287 NaN NaN NaN NaN NaN NaN NaN NaN 2257 7.0 77 19988 1500 2007-10-04 58.06 116.12 59.01 57.11 -2.48 0.0000 1440.99 1440.99 0.00 1.0 1 0 0.00 59 25000.0 49999.0 Q4 2007
113602 FBB13427745681329E98C26 2008-08-12 C 36 Completed 2011-06-17 0.15641 0.1349 0.1249 NaN NaN NaN NaN NaN NaN 7 VA Military Enlisted Full-time 5.0 False False NaN 2008-08-12 640.0 659.0 2004-11-30 4.0 4.0 9.0 4 155.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 4247.0 0.84 355.0 5.0 1.00 0.0 0.37000 True 1587.916667 9F773429531015010C97D0E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35575 7350 2008-08-18 249.39 8912.05 7350.00 1562.05 -115.79 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 124 1.0 24999.0 Q3 2008
113614 CABD3413208203621FB889E 2008-02-24 HR 36 Defaulted 2011-02-04 0.37453 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 MO Professional Full-time 2.0 True False NaN 2008-02-24 520.0 539.0 1995-10-06 5.0 9.0 16.0 5 220.0 6.0 31.0 6.0 2051.0 4.0 0.0 0.0 5026.0 1.36 0.0 12.0 0.38 0.0 0.21000 True 4000.000000 C02E34152554473066B67A4 NaN NaN NaN NaN NaN NaN NaN NaN 121 35.0 72 28093 1500 2008-03-05 0.00 2035.50 1127.86 907.64 -25.99 -58.1400 372.15 0.00 116.91 1.0 0 0 0.00 5 25000.0 49999.0 Q1 2008
113615 CAC43390680470554B81AC7 2007-05-29 A 36 Chargedoff 2009-12-16 0.15713 0.1500 0.1375 NaN NaN NaN NaN NaN NaN 0 NaN Realtor Full-time 16.0 False True 9BBE337094173775621CD34 2007-05-29 720.0 739.0 1991-03-01 18.0 6.0 23.0 4 15.0 8.0 17.0 1.0 3678.0 0.0 0.0 0.0 47.0 0.01 3735.0 20.0 0.90 2.0 0.40000 True 2916.666667 C3713392129230158A0CF37 NaN NaN NaN NaN NaN NaN NaN NaN 1668 30.0 81 16050 15000 2007-06-15 519.98 12855.32 9544.02 3311.30 -113.45 0.0000 5455.98 5455.98 0.00 1.0 0 0 0.00 134 25000.0 49999.0 Q2 2007
113619 C24E34144910607684DDDA0 2008-03-12 AA 36 Completed 2010-05-21 0.07570 0.0689 0.0689 NaN NaN NaN NaN NaN NaN 1 AZ Professional Full-time 19.0 True False NaN 2008-03-12 860.0 879.0 1997-09-09 7.0 7.0 20.0 8 82.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 1971.0 0.04 40029.0 19.0 1.00 1.0 0.03000 True 6250.000000 32E634168099895797B5807 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28696 4000 2008-03-20 123.31 4351.83 4006.72 345.11 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 159 75000.0 99999.0 Q1 2008
113621 C2593386493284359F63229 2007-04-18 B 36 Chargedoff 2008-01-19 0.22744 0.2200 0.2100 NaN NaN NaN NaN NaN NaN 0 MD Truck Driver Full-time 145.0 True True CD0E3364909037313F32874 2007-03-31 680.0 699.0 1986-09-24 12.0 9.0 60.0 7 45.0 30.0 62.0 4.0 1800.0 12.0 1.0 1.0 587.0 0.00 8281.0 49.0 0.84 5.0 0.24000 True 5833.333333 CA9F338817772396778F419 NaN NaN NaN NaN NaN NaN NaN NaN 2363 9.0 83 13113 6500 2007-04-20 248.24 992.96 508.66 484.30 -21.33 0.0000 5991.34 5991.34 0.00 1.0 0 0 0.00 57 50000.0 74999.0 Q2 2007
113626 DFB433665897044581828F7 2006-08-16 A 36 Completed 2009-07-21 0.17722 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False F4E13366162858013BE1046 2006-08-04 720.0 739.0 2000-04-05 NaN NaN 8.0 5 15.0 6.0 15.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 10.01000 False 0.083333 9F053367205161665FD7A67 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3019 25000 2006-09-05 891.32 31945.74 25000.00 6945.74 -204.29 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 124 NaN NaN Q3 2006
113629 DFC133729469293539F451B 2006-11-12 E 36 Chargedoff 2008-12-18 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 TX Executive Not available NaN False False NaN 2006-11-11 540.0 559.0 1989-10-05 NaN NaN 24.0 2 87.0 2.0 14.0 8.0 NaN 7.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 6750.000000 FEC233735534481086C979C NaN NaN NaN NaN NaN NaN NaN NaN 2031 25.0 88 4737 4000 2006-11-17 167.62 3272.40 1625.10 1647.30 -19.48 -66.7700 2374.90 2374.90 0.00 1.0 0 0 0.00 36 NaN NaN Q4 2006
113630 DFC5336511666823464D028 2006-08-12 C 36 Completed 2008-05-27 0.20735 0.2000 0.1950 NaN NaN NaN NaN NaN NaN 0 OK Teacher Not available NaN True True 3D4D3366260257624AB272D 2006-08-03 640.0 659.0 1989-12-01 NaN NaN 50.0 9 623.0 0.0 4.0 0.0 NaN 23.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.43000 True 2666.666667 60BA3366208816869B353CC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2623 3000 2006-08-17 111.49 3819.16 3016.90 802.26 -16.80 -44.6000 0.00 0.00 0.00 1.0 0 0 0.00 20 NaN NaN Q3 2006
113635 E001337581687920321EE55 2006-12-06 HR 36 Defaulted 2007-12-18 0.29776 0.2900 0.2750 NaN NaN NaN NaN NaN NaN 0 GA Administrative Assistant Not available NaN False True 5EA73366320555283BA0246 2006-11-28 500.0 519.0 2005-03-17 NaN NaN 12.0 3 41.0 5.0 24.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.43000 True 1920.000000 1FB2337719216846669DCB7 NaN NaN NaN NaN NaN NaN NaN NaN 149 12.0 87 5622 3050 2006-12-19 127.81 880.05 383.38 496.67 -7.16 -49.8500 2666.93 2666.62 0.00 1.0 0 0 0.00 26 NaN NaN Q4 2006
113637 D9CD3401736506224249EE2 2007-10-10 D 36 Completed 2011-01-31 0.13705 0.1300 0.1200 NaN NaN NaN NaN NaN NaN 0 NaN Administrative Assistant Full-time 38.0 False False NaN 2007-10-10 620.0 639.0 2002-01-26 7.0 6.0 7.0 5 145.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 3767.0 0.76 984.0 7.0 1.00 0.0 0.19000 True 3333.333333 C0D534022194463044112C2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21015 3500 2007-10-23 98.79 4346.12 3500.01 846.11 -58.15 -37.6600 0.00 0.00 0.00 1.0 0 0 0.00 162 25000.0 49999.0 Q4 2007
113655 C4583430255178354C91D01 2008-08-28 D 36 Chargedoff 2009-03-05 0.17292 0.1512 0.1412 NaN NaN NaN NaN NaN NaN 1 VA Administrative Assistant Full-time 25.0 True False NaN 2008-08-19 620.0 639.0 1996-09-03 4.0 4.0 37.0 1 0.0 1.0 9.0 5.0 3484.0 21.0 0.0 0.0 0.0 0.00 1016.0 30.0 0.45 1.0 0.18000 True 3500.000000 7D6D34310983188933233D7 NaN NaN NaN NaN NaN NaN NaN NaN 1467 1.0 66 36287 6702 2008-09-04 232.72 232.72 149.43 83.29 -5.51 0.0000 6552.57 6552.57 3730.56 1.0 1 1 4692.00 1 25000.0 49999.0 Q3 2008
113662 DBD134162937317684E3FAD 2008-03-13 D 36 Completed 2010-02-12 0.17677 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 1 IN Medical Technician Full-time 83.0 True False NaN 2008-03-13 620.0 639.0 1995-09-01 9.0 8.0 11.0 7 208.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 6168.0 0.82 1337.0 11.0 1.00 1.0 0.15000 True 2000.000000 B3D53417460789287E6F1F9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 72 28843 2500 2008-03-25 87.28 3041.60 2500.00 541.60 -34.94 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 62 1.0 24999.0 Q1 2008
113663 DBD7336509210597772988B 2006-06-22 HR 36 Chargedoff 2008-12-06 0.29525 0.2875 0.2450 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False True A48C336490143957101528C 2006-06-12 520.0 539.0 2000-10-03 NaN NaN 9.0 0 0.0 3.0 5.0 8.0 NaN 8.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.03000 True 3500.000000 4C463365621070391EBC3CA NaN NaN NaN NaN NaN NaN NaN NaN 2043 29.0 92 1721 2500 2006-07-05 104.42 2364.26 1418.78 945.48 -18.90 0.0000 1081.21 1081.22 0.00 1.0 0 0 0.00 22 NaN NaN Q3 2006
113664 DBD733791682882658A549A 2007-01-20 E 36 Completed 2008-03-19 0.21689 0.2095 0.1945 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True True 89693364701098773B49369 2007-01-10 540.0 559.0 1996-05-30 NaN NaN 25.0 2 9.0 6.0 8.0 3.0 NaN 61.0 4.0 NaN NaN NaN NaN NaN NaN NaN 0.07000 True 7500.000000 CD063379397549323F3F19F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6950 3001 2007-01-30 112.99 3586.50 3001.00 585.50 -14.66 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 84 NaN NaN Q1 2007
113678 FD9A3416215762467E1A5A5 2008-03-16 C 36 Completed 2011-03-28 0.12562 0.1045 0.0945 NaN NaN NaN NaN NaN NaN 1 OH Laborer Full-time 107.0 True True BA20339049003131177064E 2008-03-16 640.0 659.0 1992-02-01 7.0 6.0 25.0 4 190.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 6743.0 0.97 151.0 21.0 0.71 0.0 0.30000 True 2166.666667 B0C43416011333020BB9851 1.0 6.0 6.0 0.0 0.0 8000.0 6833.96 -80.0 0 NaN 72 28981 6000 2008-03-28 192.35 7017.84 5999.98 1017.86 -95.52 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 97 25000.0 49999.0 Q1 2008
113686 FDD83406389901620745200 2007-12-04 A 36 Completed 2008-09-24 0.21588 0.2085 0.1985 NaN NaN NaN NaN NaN NaN 0 CA Other Full-time 26.0 False False NaN 2007-11-26 740.0 759.0 1999-09-16 1.0 1.0 3.0 1 10.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 361.0 0.02 16939.0 3.0 1.00 0.0 NaN False 0.000000 85DD340817150389469B5E2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23589 14900 2007-12-13 560.21 17117.77 14900.00 2217.77 -106.36 0.0000 0.00 0.00 0.00 1.0 0 1 50.00 260 0.0 0.0 Q4 2007
113692 E21834080607214869D918D 2007-12-13 E 36 Chargedoff 2009-01-22 0.36623 0.3500 0.3400 NaN NaN NaN NaN NaN NaN 1 MO Other Not employed 26.0 True False NaN 2007-11-18 580.0 599.0 1995-06-20 15.0 13.0 21.0 9 160.0 20.0 23.0 0.0 0.0 2.0 1.0 0.0 2513.0 1.02 165.0 21.0 0.90 15.0 0.33000 True 1289.000000 52FD340896850212060756A NaN NaN NaN NaN NaN NaN NaN NaN 1996 13.0 75 23955 2100 2007-12-21 95.00 715.00 226.38 488.62 -13.96 0.0000 1873.62 1873.62 0.00 1.0 0 0 0.00 25 0.0 0.0 Q4 2007
113693 E2193428655642974D34A0B 2008-07-31 C 36 Defaulted 2009-09-13 0.27103 0.2480 0.2380 NaN NaN NaN NaN NaN NaN 1 PA Skilled Labor Full-time 3.0 False False NaN 2008-07-31 640.0 659.0 2001-03-23 9.0 7.0 15.0 6 384.0 3.0 4.0 2.0 489.0 0.0 0.0 0.0 6805.0 0.85 749.0 13.0 0.71 0.0 0.44000 True 2791.666667 AAC73429572103888B2EE08 NaN NaN NaN NaN NaN NaN NaN NaN 432 13.0 67 35327 2900 2008-08-12 115.00 983.00 493.56 489.44 -19.13 0.0000 2406.44 2406.44 0.00 1.0 0 0 0.00 100 25000.0 49999.0 Q3 2008
113695 E21B340377025884545B66D 2007-11-05 A 36 Chargedoff 2009-02-16 0.13705 0.1300 0.1200 NaN NaN NaN NaN NaN NaN 0 GA Sales - Commission Self-employed 154.0 True False NaN 2007-11-05 720.0 739.0 1982-05-01 13.0 9.0 25.0 8 563.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 38378.0 0.81 8687.0 23.0 1.00 1.0 0.35000 True 2083.333333 3866340539519525683B030 NaN NaN NaN NaN NaN NaN NaN NaN 1972 15.0 76 21692 10000 2007-11-15 336.94 3369.40 2398.56 970.84 -74.69 0.0000 7601.44 7601.44 0.00 1.0 0 0 0.00 192 25000.0 49999.0 Q4 2007
113699 C46D3390904902210B3604D 2007-05-28 C 36 Chargedoff 2008-08-30 0.24753 0.2400 0.2250 NaN NaN NaN NaN NaN NaN 0 MN Other Full-time 136.0 True True FF9133753099000515A8234 2007-05-28 640.0 659.0 1992-07-17 12.0 10.0 40.0 4 118.0 13.0 20.0 2.0 635.0 14.0 0.0 0.0 2313.0 0.73 108.0 33.0 0.64 1.0 0.22000 True 8411.833333 7C0333898638263517FE57F NaN NaN NaN NaN NaN NaN NaN NaN 2078 15.0 81 15595 9500 2007-06-01 372.71 3828.69 1306.35 2522.34 -45.29 -379.7700 8193.62 7881.63 681.86 1.0 0 0 0.00 99 75000.0 99999.0 Q2 2007
113704 C49234285929885832A3A62 2008-08-09 D 36 Completed 2011-08-15 0.05104 0.0500 0.0400 NaN NaN NaN NaN NaN NaN 6 TX Other Full-time 6.0 False False NaN 2008-07-28 620.0 639.0 2001-12-26 5.0 4.0 14.0 3 39.0 2.0 5.0 0.0 0.0 7.0 0.0 0.0 550.0 1.10 0.0 7.0 0.14 0.0 NaN False 1000.000000 2AEB3429302716076533194 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35510 16000 2008-08-15 479.53 17263.58 15999.99 1263.59 -252.72 0.0000 0.00 0.00 0.00 1.0 0 1 16000.00 1 1.0 24999.0 Q3 2008
113711 DC083429979529800792FA6 2008-08-27 C 36 Completed 2011-09-05 0.25278 0.2300 0.2100 NaN NaN NaN NaN NaN NaN 2 CO Tradesman - Mechanic Self-employed 27.0 True False NaN 2008-08-27 660.0 679.0 1991-09-01 7.0 7.0 25.0 3 77.0 3.0 7.0 0.0 0.0 0.0 1.0 0.0 3527.0 0.88 518.0 17.0 1.00 2.0 NaN False 3500.000000 51EF34308648678700CB02C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36392 1500 2008-09-05 58.06 2063.93 1500.01 563.92 -25.65 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 83 25000.0 49999.0 Q3 2008
113712 DC1033648016334634330F6 2006-06-06 HR 36 Defaulted 2007-05-16 0.24502 0.2375 0.2325 NaN NaN NaN NaN NaN NaN 0 MD NaN NaN NaN False False 6A3B336601725506917317E 2006-06-06 500.0 519.0 2001-07-27 NaN NaN 17.0 8 316.0 9.0 15.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.12000 True 7500.000000 BFB03365253687226E46B01 NaN NaN NaN NaN NaN NaN NaN NaN 220 12.0 93 1380 6001 2006-06-15 234.65 1382.90 660.42 722.48 -10.55 -93.7900 5315.12 5340.58 0.00 1.0 0 0 0.00 51 NaN NaN Q2 2006
113713 DC133393809044360C9349C 2007-07-13 HR 36 Chargedoff 2008-05-24 0.30564 0.2900 0.2800 NaN NaN NaN NaN NaN NaN 0 NC Administrative Assistant Full-time 17.0 False False NaN 2007-06-27 520.0 539.0 2001-09-20 1.0 1.0 15.0 0 0.0 5.0 11.0 3.0 908.0 0.0 1.0 0.0 0.0 0.00 0.0 7.0 0.33 0.0 0.08000 True 1906.500000 1A963395730618510E193A1 NaN NaN NaN NaN NaN NaN NaN NaN 2237 10.0 80 17191 1500 2007-07-24 62.86 281.44 69.36 212.08 -5.16 -11.2500 1430.66 1430.64 0.00 1.0 0 0 0.00 19 1.0 24999.0 Q3 2007
113714 CD0F3365987359969F50347 2006-08-27 HR 36 Chargedoff 2008-11-04 0.28887 0.2695 0.2645 NaN NaN NaN NaN NaN NaN 0 NaN Other Not available NaN True True 6A3B336601725506917317E 2006-08-09 360.0 379.0 1984-11-27 NaN NaN 36.0 2 290.0 2.0 13.0 2.0 NaN 24.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.19000 True 6000.000000 5EC33366524362823B6D748 NaN NaN NaN NaN NaN NaN NaN NaN 2073 26.0 90 3051 1000 2006-09-06 40.80 836.80 451.66 385.14 -6.97 0.0000 548.30 548.34 0.00 1.0 0 0 0.00 23 NaN NaN Q3 2006
113715 CD0F34154839935065181E8 2008-03-03 B 36 Chargedoff 2010-11-16 0.19220 0.1776 0.1676 NaN NaN NaN NaN NaN NaN 3 MD Nurse (RN) Full-time 46.0 True False NaN 2008-03-03 680.0 699.0 1988-10-01 17.0 10.0 41.0 4 286.0 0.0 14.0 0.0 0.0 0.0 0.0 0.0 12558.0 0.64 1259.0 29.0 0.86 0.0 0.59000 True 4916.666667 88AF3414573207790B4E08C NaN NaN NaN NaN NaN NaN NaN NaN 1332 32.0 72 28528 15000 2008-03-17 540.48 14592.96 10107.89 4485.07 -241.89 -183.7600 4896.04 4892.11 0.00 1.0 0 0 0.00 223 50000.0 74999.0 Q1 2008
113716 CD19341246781766703FC6C 2008-02-07 E 36 Defaulted 2010-07-18 0.22186 0.1995 0.1895 NaN NaN NaN NaN NaN NaN 6 NC Retail Management Part-time 51.0 False False NaN 2008-02-06 580.0 599.0 2007-03-02 2.0 2.0 2.0 2 30.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 833.0 0.90 75.0 2.0 1.00 1.0 0.14000 True 1041.666667 3AD73413072562984FA9CDC NaN NaN NaN NaN NaN NaN NaN NaN 402 29.0 73 27497 3000 2008-02-19 111.41 2613.84 1683.69 930.15 -45.51 -467.9800 1311.85 50.38 227.20 1.0 0 0 0.00 141 1.0 24999.0 Q1 2008
113720 CD3D338396664854110461D 2007-03-05 C 36 Completed 2010-03-13 0.16717 0.1600 0.1400 NaN NaN NaN NaN NaN NaN 0 TX Sales - Commission Full-time 27.0 True True 783C3371218786870A73D20 2007-03-05 640.0 659.0 2000-02-11 8.0 7.0 14.0 5 83.0 3.0 7.0 0.0 0.0 2.0 0.0 0.0 1619.0 0.35 2897.0 13.0 0.57 2.0 0.11000 True 4500.000000 9C573383493365354D5A5B0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8429 8000 2007-03-13 271.25 10020.27 8018.36 2001.91 -133.46 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 166 50000.0 74999.0 Q1 2007
113723 FDDB3400074650819460B89 2007-09-13 E 36 Chargedoff 2009-02-25 0.20037 0.1820 0.1720 NaN NaN NaN NaN NaN NaN 0 CA Professional Full-time 175.0 False False NaN 2007-09-06 560.0 579.0 1999-06-22 4.0 4.0 33.0 4 105.0 5.0 30.0 7.0 1560.0 30.0 5.0 0.0 1196.0 0.95 68.0 23.0 0.72 0.0 0.11000 True 3333.333333 2C9E33996211146060698FD NaN NaN NaN NaN NaN NaN NaN NaN 1963 17.0 78 19509 1000 2007-09-24 36.25 435.00 280.23 154.77 -8.51 0.0000 719.77 719.77 0.00 1.0 0 0 0.00 7 25000.0 49999.0 Q3 2007
113728 FDF43380092623532276284 2007-01-17 C 36 Completed 2009-11-25 0.16014 0.1530 0.1430 NaN NaN NaN NaN NaN NaN 0 NaN Accountant/CPA Not available NaN True True 67033364510034901E33BC7 2007-01-12 660.0 679.0 1993-05-10 NaN NaN 31.0 11 713.0 4.0 5.0 1.0 NaN 1.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.36000 True 3903.166667 B7623380208321624EAFF24 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 7066 9500 2007-01-31 330.72 11684.07 9500.00 2184.07 -73.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 220 NaN NaN Q1 2007
113732 E21F3371875894014E38C25 2006-10-19 E 36 Chargedoff 2009-01-02 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 TX Executive Not available NaN True True F4E13366162858013BE1046 2006-10-19 540.0 559.0 2005-07-27 NaN NaN 13.0 5 126.0 9.0 20.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.15000 True 9833.333333 082033722218958575630E0 NaN NaN NaN NaN NaN NaN NaN NaN 2016 26.0 88 4390 20000 2006-11-01 838.11 16677.20 8007.95 8669.25 -92.02 -709.8785 11610.55 11992.05 0.00 1.0 0 0 0.00 171 NaN NaN Q4 2006
113735 E23533770336255057E7574 2007-01-01 D 36 Chargedoff 2009-03-12 0.22141 0.2140 0.2090 NaN NaN NaN NaN NaN NaN 0 GA Sales - Retail Not available NaN True False NaN 2007-01-01 600.0 619.0 1995-10-05 NaN NaN 68.0 6 445.0 12.0 16.0 2.0 NaN 10.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.54000 True 2916.666667 422E33786262630884A1507 NaN NaN NaN NaN NaN NaN NaN NaN 1946 27.0 86 6286 3500 2007-01-10 132.58 2723.86 1618.43 1105.43 -11.98 -245.7300 1881.57 1881.57 0.00 1.0 0 0 0.00 100 NaN NaN Q1 2007
113736 E24C3364576695236469354 2006-08-07 D 36 Completed 2009-08-18 0.16185 0.1547 0.1497 NaN NaN NaN NaN NaN NaN 0 TX Executive Not available NaN False False F4E13366162858013BE1046 2006-08-07 600.0 619.0 1986-12-16 NaN NaN 18.0 8 275.0 5.0 14.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.11000 True 8333.333333 71D833661665336325D3F00 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 91 2664 5000 2006-08-18 172.56 6283.20 5000.00 1283.20 -41.47 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 138 NaN NaN Q3 2006
113758 E3FD3402508319546625281 2007-10-18 HR 36 Completed 2010-10-15 0.12090 0.1069 0.0969 NaN NaN NaN NaN NaN NaN 0 CA Accountant/CPA Full-time 2.0 False False NaN 2007-09-27 540.0 559.0 1998-11-15 1.0 1.0 9.0 0 0.0 1.0 2.0 1.0 7949.0 7.0 0.0 0.0 0.0 0.00 0.0 6.0 0.16 0.0 0.09000 True 6250.000000 263E3404824869029227983 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 76 21345 8450 2007-11-02 275.40 9841.38 8449.95 1391.43 -130.17 0.0000 0.00 0.00 0.00 1.0 0 1 5000.00 1 75000.0 99999.0 Q4 2007
113767 DE48341184370727282B3F4 2008-01-22 HR 36 Chargedoff 2009-06-05 0.36945 0.3450 0.3350 NaN NaN NaN NaN NaN NaN 3 NC Other Self-employed 22.0 False True 9BBE337094173775621CD34 2008-01-10 520.0 539.0 2002-08-29 0.0 0.0 3.0 0 0.0 3.0 3.0 2.0 503.0 0.0 4.0 0.0 0.0 0.00 0.0 1.0 0.00 0.0 NaN False 0.000000 25F0341192617289229BA46 NaN NaN NaN NaN NaN NaN NaN NaN 1860 17.0 73 27091 5000 2008-02-04 224.77 2472.47 1030.97 1441.50 -41.78 0.0000 3969.04 3969.03 0.00 1.0 1 1 50.00 5 0.0 0.0 Q1 2008
113768 DE4933804654007380123D3 2007-02-06 E 36 Completed 2009-02-03 0.17722 0.1700 0.1650 NaN NaN NaN NaN NaN NaN 0 TX Sales - Retail Not available NaN False False NaN 2007-02-06 580.0 599.0 2000-03-09 NaN NaN 10.0 8 265.0 0.0 3.0 0.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.20000 True 1709.916667 6A073382756672309F91F0C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7802 4000 2007-02-26 142.61 4760.10 4000.00 760.10 -22.36 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 87 NaN NaN Q1 2007
113785 CF5E3421929977128B83CE2 2008-05-21 HR 36 Chargedoff 2009-01-29 0.32368 0.2999 0.2899 NaN NaN NaN NaN NaN NaN 1 WI Skilled Labor Full-time 61.0 False True 783C3371218786870A73D20 2008-05-13 520.0 539.0 2003-03-03 3.0 3.0 9.0 0 0.0 21.0 46.0 5.0 1142.0 0.0 1.0 1.0 0.0 0.00 0.0 3.0 0.42 0.0 0.13000 True 4491.666667 6F963421840063943FAC322 1.0 15.0 15.0 0.0 0.0 1000.0 639.32 40.0 1989 8.0 70 31806 3000 2008-05-28 127.34 367.02 112.53 254.49 -8.49 0.0000 2887.47 2887.47 0.00 1.0 0 0 0.00 11 50000.0 74999.0 Q2 2008
113786 CF6834198228131385872B4 2008-05-15 HR 36 Completed 2010-10-07 0.21223 0.1900 0.1800 NaN NaN NaN NaN NaN NaN 4 NC Administrative Assistant Full-time 4.0 False False NaN 2008-05-12 520.0 539.0 2007-07-13 3.0 3.0 4.0 3 61.0 7.0 7.0 0.0 0.0 0.0 0.0 0.0 1564.0 0.97 46.0 3.0 1.00 2.0 0.05000 True 1916.666667 EF653420616207565403625 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 70 31631 1000 2008-05-23 36.66 1268.98 1000.00 268.98 -14.15 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 42 1.0 24999.0 Q2 2008
113791 CF84340846337806013E539 2007-12-20 C 36 Completed 2008-12-17 0.14988 0.1410 0.1310 NaN NaN NaN NaN NaN NaN 4 NY Fireman Full-time 77.0 True False NaN 2007-12-03 640.0 659.0 1994-10-26 11.0 8.0 35.0 6 423.0 4.0 7.0 0.0 0.0 0.0 0.0 0.0 28470.0 0.78 6789.0 35.0 0.97 5.0 0.14000 True 6250.000000 ABD5340827800412680D15C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 24104 2000 2007-12-27 68.45 2234.54 2000.00 234.54 -16.63 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 17 75000.0 99999.0 Q4 2007
113797 E467337109094381251D0BB 2006-10-18 C 36 Defaulted 2008-03-30 0.11696 0.1100 0.1000 NaN NaN NaN NaN NaN NaN 0 VA Professional Not available NaN False True B8A233649839847309BEDB0 2006-10-03 660.0 679.0 1996-06-24 NaN NaN 4.0 0 0.0 6.0 16.0 0.0 NaN 0.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.04000 True 4166.666667 22223372224425506562B30 NaN NaN NaN NaN NaN NaN NaN NaN 2071 1.0 89 4334 4500 2006-10-31 147.32 1743.34 1333.84 409.50 -19.51 -686.9000 3166.15 2960.49 2083.99 1.0 0 0 0.00 22 NaN NaN Q4 2006
113799 E4743427307764315AE0818 2008-07-19 AA 36 Completed 2009-03-29 0.17621 0.1690 0.1590 NaN NaN NaN NaN NaN NaN 1 FL Other Full-time 8.0 True False NaN 2008-07-19 760.0 779.0 1997-03-12 14.0 13.0 27.0 10 824.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 28574.0 0.38 25902.0 22.0 0.91 0.0 0.41000 True 5600.000000 740C3426814511140BFFA4B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 34771 25000 2008-07-29 890.07 27423.65 25000.00 2423.65 -143.41 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 466 50000.0 74999.0 Q3 2008
113801 DE99339506542564932A27C 2007-07-29 AA 36 Completed 2008-05-28 0.08632 0.0749 0.0699 NaN NaN NaN NaN NaN NaN 0 CA Skilled Labor Full-time 13.0 False False NaN 2007-07-29 780.0 799.0 1995-06-13 9.0 7.0 24.0 6 67.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3303.0 0.07 43797.0 17.0 1.00 0.0 0.09000 True 3958.333333 FE683396419469970B24A0D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17765 1500 2007-08-07 46.65 1570.90 1500.00 70.90 -4.72 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 59 25000.0 49999.0 Q3 2007
113803 DEA93427782854712C73CB8 2008-08-01 B 36 Defaulted 2010-08-12 0.11293 0.0990 0.0890 NaN NaN NaN NaN NaN NaN 7 CA Sales - Retail Self-employed 34.0 True True 8BAB34083705675975C9772 2008-08-01 680.0 699.0 1988-08-01 11.0 10.0 19.0 7 434.0 0.0 6.0 1.0 0.0 0.0 0.0 0.0 26535.0 0.57 9189.0 19.0 0.84 0.0 NaN False 0.000000 F4C33429352728528D41B23 1.0 7.0 7.0 0.0 0.0 1000.0 724.82 -40.0 574 24.0 67 35292 5000 2008-08-12 161.10 3227.00 2630.68 596.32 -58.72 0.0000 2369.30 2369.32 0.00 1.0 0 0 0.00 66 0.0 0.0 Q3 2008
113804 DEB2341377319696802F2FD 2008-02-16 D 36 Completed 2011-02-11 0.26140 0.2500 0.2400 NaN NaN NaN NaN NaN NaN 1 CA Attorney Full-time 5.0 False False NaN 2008-01-20 600.0 619.0 1990-09-15 6.0 6.0 61.0 3 43.0 3.0 14.0 23.0 38660.0 62.0 0.0 0.0 844.0 0.88 106.0 28.0 0.50 0.0 0.09000 True 13333.333333 EB1334137067064825A7F69 1.0 7.0 7.0 0.0 0.0 5000.0 4336.45 0.0 0 NaN 73 27806 5000 2008-02-26 198.80 7151.77 4999.98 2151.79 -86.08 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 18 100000.0 100000.0 Q1 2008
113806 DEC43394829512431D3B1AA 2007-07-20 C 36 Completed 2010-08-06 0.20735 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 0 GA Professional Full-time 105.0 True False NaN 2007-07-20 640.0 659.0 1986-11-14 7.0 8.0 20.0 5 294.0 1.0 7.0 3.0 853.0 5.0 0.0 0.0 9651.0 0.72 3766.0 19.0 0.55 0.0 0.19000 True 5250.000000 53003396212219360C6609B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 17311 7500 2007-07-26 278.73 10053.24 7500.03 2553.21 -127.65 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 82 50000.0 74999.0 Q3 2007
113809 DEE534185104451482069B8 2008-04-14 B 36 Defaulted 2009-03-25 0.17193 0.1575 0.1475 NaN NaN NaN NaN NaN NaN 1 MN Other Full-time 10.0 True False NaN 2008-04-14 680.0 699.0 1988-04-28 9.0 9.0 44.0 6 381.0 2.0 5.0 2.0 5303.0 10.0 1.0 1.0 8247.0 0.60 2013.0 38.0 0.92 0.0 0.31000 True 4583.333333 3D263419367533223A42A17 NaN NaN NaN NaN NaN NaN NaN NaN 602 12.0 71 29994 6500 2008-04-23 227.72 1366.32 881.66 484.66 -30.77 0.0000 5618.34 5618.34 0.00 1.0 0 0 0.00 128 50000.0 74999.0 Q2 2008
113812 C6E833832491001687F8869 2007-03-16 D 36 Completed 2009-04-15 0.15893 0.1500 0.1400 NaN NaN NaN NaN NaN NaN 0 NaN Clerical Full-time 31.0 False True D9F4337221229974777DD03 2007-03-07 620.0 639.0 1999-07-13 12.0 9.0 19.0 7 134.0 14.0 32.0 0.0 1042.0 14.0 1.0 0.0 3450.0 0.36 3057.0 17.0 0.88 5.0 0.16000 True 3398.083333 116C338438791620877DF17 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8976 2000 2007-03-27 69.33 2423.32 2000.00 423.32 -28.23 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 28 25000.0 49999.0 Q1 2007
113814 C6E93382404306783534ACA 2007-02-18 HR 36 Defaulted 2007-07-22 0.27535 0.2600 0.2300 NaN NaN NaN NaN NaN NaN 0 OR Other Retired 133.0 False True 6E1B336631031335309B273 2007-02-14 540.0 559.0 2004-01-14 0.0 0.0 3.0 0 0.0 1.0 3.0 3.0 271.0 0.0 1.0 1.0 0.0 0.00 0.0 1.0 0.00 0.0 0.04000 True 1793.000000 20BD338256799658340E1F8 NaN NaN NaN NaN NaN NaN NaN NaN 152 5.0 85 7753 2000 2007-02-23 80.58 0.00 0.00 0.00 0.00 0.0000 2000.00 2000.00 0.00 1.0 0 0 0.00 4 1.0 24999.0 Q1 2007
113818 C7243401468131621723CB3 2007-10-13 AA 36 Completed 2010-07-25 0.08885 0.0820 0.0770 NaN NaN NaN NaN NaN NaN 0 VA Military Enlisted Full-time 191.0 True False NaN 2007-10-13 800.0 819.0 1995-06-01 13.0 7.0 26.0 7 533.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 44788.0 0.56 34612.0 26.0 1.00 2.0 0.08000 True 6166.666667 21B534034703721036C39B3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 21125 10000 2007-10-25 314.29 11133.21 10007.34 1125.87 -68.91 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 298 50000.0 74999.0 Q4 2007
113819 CF913368831369031FEEAB6 2006-09-14 C 36 Completed 2009-09-03 0.18123 0.1740 0.1690 NaN NaN NaN NaN NaN NaN 0 MO Executive Not available NaN True False NaN 2006-09-14 660.0 679.0 1984-12-01 NaN NaN 29.0 4 52.0 1.0 7.0 5.0 NaN 25.0 1.0 NaN NaN NaN NaN NaN NaN NaN 0.13000 True 4583.333333 2B6C33678946227672DF076 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 90 3325 3000 2006-09-19 107.56 3871.22 3000.00 871.22 -25.03 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 28 NaN NaN Q3 2006
113823 CFA73414577685840B50616 2008-03-05 B 36 Defaulted 2009-09-19 0.16941 0.1550 0.1450 NaN NaN NaN NaN NaN NaN 1 WI Other Self-employed 19.0 True False NaN 2008-03-05 680.0 699.0 1999-11-22 2.0 0.0 29.0 0 0.0 0.0 0.0 1.0 0.0 0.0 1.0 0.0 0.0 0.00 0.0 23.0 0.65 0.0 0.11000 True 1808.333333 DDD13416432918960043EE2 NaN NaN NaN NaN NaN NaN NaN NaN 589 18.0 72 28600 4000 2008-03-18 139.64 1800.32 1218.00 582.32 -48.93 -318.8500 2782.00 1464.17 847.81 1.0 0 0 0.00 58 1.0 24999.0 Q1 2008
113825 CFB1338127898040944BD47 2007-02-05 HR 36 Completed 2010-01-13 0.29776 0.2900 0.2650 NaN NaN NaN NaN NaN NaN 0 NaN Computer Programmer Not available NaN False True 5EA73366320555283BA0246 2007-01-29 520.0 539.0 1999-07-26 NaN NaN 8.0 2 35.0 0.0 9.0 5.0 NaN 26.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.08000 True 8833.333333 D63D3381720798043DD09D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7412 2550 2007-02-13 106.86 3686.24 2556.73 1129.51 -19.31 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 28 NaN NaN Q1 2007
113826 CFC13388780503891175BCD 2007-05-09 B 36 Completed 2010-05-27 0.14709 0.1400 0.1300 NaN NaN NaN NaN NaN NaN 0 IL Other Retired 95.0 True False NaN 2007-05-09 700.0 719.0 1995-08-18 11.0 5.0 28.0 2 93.0 1.0 6.0 0.0 0.0 2.0 0.0 0.0 2708.0 0.85 472.0 23.0 0.73 1.0 0.11000 True 5000.000000 0B41339053124066302CCF7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 82 15128 7000 2007-05-18 239.24 8624.17 6999.99 1624.18 -116.02 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 74 NaN NaN Q2 2007
113830 E4983410037648184D7B1A7 2008-01-07 A 36 Chargedoff 2008-09-20 0.13915 0.1250 0.1150 NaN NaN NaN NaN NaN NaN 3 NC Engineer - Mechanical Full-time 31.0 True False NaN 2007-12-24 740.0 759.0 2005-05-27 6.0 6.0 7.0 5 196.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 4157.0 0.00 5900.0 7.0 1.00 2.0 0.14000 True 7276.000000 46E13411437908092DF93C4 NaN NaN NaN NaN NaN NaN NaN NaN 2118 8.0 74 25701 24000 2008-01-22 802.89 2408.67 1678.04 730.63 -58.46 0.0000 22321.95 22321.96 0.00 1.0 0 0 0.00 580 75000.0 99999.0 Q1 2008
113833 E4A8338683716160085BD9D 2007-04-12 E 36 Chargedoff 2008-05-26 0.24507 0.2300 0.2200 NaN NaN NaN NaN NaN NaN 0 CA Administrative Assistant Full-time 44.0 False True C9643379247860156A00EC0 2007-04-05 560.0 579.0 1985-11-20 9.0 7.0 26.0 6 78.0 5.0 15.0 0.0 0.0 1.0 1.0 0.0 3638.0 0.87 591.0 25.0 0.84 2.0 0.22000 True 5900.583333 8277338814641814741BF59 NaN NaN NaN NaN NaN NaN NaN NaN 1810 1.0 83 13372 10000 2007-04-26 387.10 3136.80 1497.58 1639.22 -68.88 -898.9200 8518.10 8502.42 5443.07 1.0 0 0 0.00 164 50000.0 74999.0 Q2 2007
113839 DEEE34119153067734CEBA5 2008-01-22 A 36 Completed 2010-08-17 0.09378 0.0800 0.0700 NaN NaN NaN NaN NaN NaN 3 OR Laborer Full-time 39.0 True True 96F633649880062271C600D 2008-01-16 720.0 739.0 1976-01-01 5.0 2.0 19.0 2 10.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 0.00 0.0 18.0 0.66 0.0 0.04000 True 1363.416667 2DCD341238002425851B7F5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 74 26997 1250 2008-01-31 39.17 1390.91 1249.95 140.96 -17.61 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 55 1.0 24999.0 Q1 2008
113843 DF1B34173558923433980EF 2008-04-08 B 36 Completed 2011-04-15 0.15629 0.1420 0.1320 NaN NaN NaN NaN NaN NaN 3 MA Scientist Full-time 3.0 False False NaN 2008-04-07 700.0 719.0 1989-01-01 7.0 4.0 17.0 2 81.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 3914.0 0.00 0.0 15.0 1.00 1.0 0.23000 True 3250.000000 53FD34172147178625C562B 1.0 6.0 6.0 0.0 0.0 2000.0 1702.14 -80.0 0 NaN 71 29660 6001 2008-04-15 203.95 7406.21 6001.01 1405.20 -98.95 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 130 25000.0 49999.0 Q2 2008
113847 FFEE33900351819124B6EDE 2007-05-14 A 36 Defaulted 2009-08-19 0.20735 0.2000 0.1950 NaN NaN NaN NaN NaN NaN 0 NaN Dentist Full-time 11.0 True False NaN 2007-05-07 740.0 759.0 1987-03-01 8.0 8.0 47.0 4 285.0 2.0 7.0 2.0 454.0 1.0 0.0 0.0 20572.0 0.64 11178.0 25.0 0.71 0.0 0.38000 True 9000.000000 EEDC3389721799329EBE7A9 NaN NaN NaN NaN NaN NaN NaN NaN 244 27.0 82 15126 8000 2007-05-18 297.31 6540.82 4306.99 2233.83 -55.85 0.0000 3693.01 3693.01 0.00 1.0 0 0 0.00 76 100000.0 100000.0 Q2 2007
113848 FFF0338012502972731B2C1 2007-02-07 NC 36 Completed 2010-02-13 0.30709 0.2875 0.2825 NaN NaN NaN NaN NaN NaN 0 NaN Administrative Assistant Not available NaN False False NaN 2007-01-27 0.0 19.0 NaT NaN NaN NaN 0 0.0 NaN 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN True 833.333333 2DD4338077789145467A938 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 85 7406 1000 2007-02-13 0.00 1609.93 1000.00 609.93 -8.75 -16.7100 0.00 0.00 0.00 1.0 0 0 0.00 12 NaN NaN Q1 2007
113852 DF3C3406824052891A52169 2007-12-03 AA 36 Completed 2010-11-01 0.11345 0.1065 0.1065 NaN NaN NaN NaN NaN NaN 0 MO Clergy Self-employed 175.0 True False NaN 2007-12-03 780.0 799.0 1986-12-19 5.0 4.0 34.0 6 20.0 1.0 2.0 1.0 0.0 0.0 1.0 0.0 73.0 0.07 927.0 34.0 0.82 0.0 0.12000 True 1958.333333 37483407090901953D4C8DF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23586 6500 2007-12-13 211.73 7600.20 6499.98 1100.22 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 168 1.0 24999.0 Q4 2007
113853 DF3E3407143967792E2DB26 2007-12-10 D 36 Completed 2010-12-21 0.34770 0.3397 0.3297 NaN NaN NaN NaN NaN NaN 1 CA Other Full-time 35.0 False False 6A3B336601725506917317E 2007-11-19 620.0 639.0 1994-03-03 5.0 5.0 16.0 5 70.0 2.0 12.0 2.0 0.0 42.0 2.0 0.0 597.0 0.20 2253.0 13.0 0.53 3.0 0.07000 True 3250.000000 E6A134081847504062FF9B0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23978 3400 2007-12-21 148.59 5469.12 3399.99 2069.13 -60.91 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 48 25000.0 49999.0 Q4 2007
113859 DF69341259831524097DA56 2008-02-14 E 36 Completed 2008-06-06 0.23635 0.2138 0.2038 NaN NaN NaN NaN NaN NaN 1 NM Attorney Full-time 6.0 False False NaN 2008-02-14 560.0 579.0 1999-04-15 2.0 2.0 15.0 2 367.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 9418.0 1.04 0.0 12.0 0.66 0.0 0.11000 True 4333.333333 9A193413762029992FD7403 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 73 27678 3000 2008-02-22 113.61 3179.58 3000.00 179.58 -8.39 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 131 50000.0 74999.0 Q1 2008
113872 D1C634013964207595BB979 2007-09-30 HR 36 Completed 2009-01-20 0.30503 0.2894 0.2794 NaN NaN NaN NaN NaN NaN 0 NaN Sales - Retail Full-time 27.0 False True B0473364376920128370B13 2007-09-10 540.0 559.0 2005-03-17 5.0 3.0 13.0 2 187.0 5.0 15.0 0.0 0.0 0.0 0.0 0.0 6975.0 0.99 7.0 6.0 1.00 1.0 0.18000 True 3200.000000 FA7934018720889765B21DC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20373 3000 2007-10-10 125.62 3955.58 3000.00 955.58 -33.02 0.0000 0.00 0.00 0.00 1.0 1 0 0.00 31 25000.0 49999.0 Q4 2007
113878 E2B53426332861197A39828 2008-07-18 C 36 Completed 2009-09-23 0.28320 0.2600 0.2500 NaN NaN NaN NaN NaN NaN 7 IA Other Full-time 1.0 True False NaN 2008-07-07 660.0 679.0 1993-09-25 21.0 20.0 54.0 18 1971.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 141157.0 0.89 15973.0 50.0 0.98 0.0 0.48000 True 6083.333333 39E13427477200599A5A529 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 34727 3000 2008-07-29 120.87 3758.72 3000.00 758.72 -29.18 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 60 50000.0 74999.0 Q3 2008
113879 E2B8342284935785971B58B 2008-06-11 C 36 Completed 2011-06-19 0.12562 0.1045 0.0945 NaN NaN NaN NaN NaN NaN 4 AZ Other Full-time 65.0 False False NaN 2008-06-11 640.0 659.0 2003-05-23 8.0 8.0 8.0 5 366.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 15400.0 0.96 600.0 8.0 1.00 0.0 0.37000 True 2608.250000 EE6F342410943411549826A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 69 33075 1500 2008-06-19 48.72 1754.01 1499.98 254.03 -24.31 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 42 25000.0 49999.0 Q2 2008
113880 E2BB339232119273831CB46 2007-06-23 C 36 Completed 2010-07-19 0.15462 0.1475 0.1275 NaN NaN NaN NaN NaN NaN 0 GA Professional Full-time 20.0 False True 4A203372943765528FF3F4A 2007-06-21 660.0 679.0 1994-06-25 10.0 9.0 18.0 7 390.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 9835.0 0.63 5730.0 16.0 0.66 2.0 0.33000 True 3000.000000 3F123392981033789806405 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 80 16694 4800 2007-07-06 165.81 5893.90 4800.00 1093.90 -79.55 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 134 25000.0 49999.0 Q3 2007
113890 E30A339559930932949408F 2007-08-05 C 36 Completed 2010-08-14 0.15462 0.1475 0.1375 NaN NaN NaN NaN NaN NaN 0 GA Computer Programmer Full-time 91.0 False False NaN 2007-08-05 660.0 679.0 1996-10-17 6.0 4.0 10.0 4 106.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 6323.0 0.65 3377.0 10.0 0.90 2.0 0.16000 True 3333.333333 4B0E3397309830289DC1894 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 79 17984 10000 2007-08-14 345.43 12441.33 10000.00 2441.33 -165.51 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 281 25000.0 49999.0 Q3 2007
113891 E30E3385157595321467881 2007-04-04 E 36 Completed 2010-04-20 0.19543 0.1808 0.1708 NaN NaN NaN NaN NaN NaN 0 NaN Professional Full-time 24.0 False False NaN 2007-04-04 580.0 599.0 2006-09-10 2.0 2.0 2.0 2 35.0 0.0 8.0 0.0 0.0 0.0 0.0 0.0 676.0 0.67 324.0 2.0 1.00 1.0 0.04000 True 3250.000000 74CA3387790464433CD3C4A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 83 13090 3000 2007-04-20 105.90 3911.56 3000.00 911.56 -50.42 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 133 25000.0 49999.0 Q2 2007
113896 E6A53412522524762F41C95 2008-02-04 HR 36 Chargedoff 2008-09-13 0.32327 0.2995 0.2895 NaN NaN NaN NaN NaN NaN 5 IL Food Service Part-time 30.0 False False NaN 2008-02-04 520.0 539.0 2005-09-19 2.0 2.0 5.0 2 158.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 4339.0 1.05 13.0 2.0 1.00 1.0 0.26000 True 1166.666667 944D34139477147574B3EA3 NaN NaN NaN NaN NaN NaN NaN NaN 2125 7.0 73 27468 2200 2008-02-15 93.33 186.66 79.39 107.27 -3.58 0.0000 2120.61 2120.61 0.00 1.0 0 0 0.00 28 1.0 24999.0 Q1 2008
113897 E6A53426405611446E7A12A 2008-07-15 AA 36 Completed 2011-07-05 0.12550 0.1185 0.1085 NaN NaN NaN NaN NaN NaN 3 MN Doctor Full-time 13.0 True False NaN 2008-07-15 780.0 799.0 2000-04-10 12.0 11.0 18.0 6 160.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 2973.0 0.12 20090.0 17.0 1.00 3.0 0.31000 True 3716.666667 2194342720729203007E0EC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 68 34496 25000 2008-07-24 828.57 29828.79 25000.00 4828.79 -407.49 0.0000 0.00 0.00 0.00 1.0 1 1 83.66 754 25000.0 49999.0 Q3 2008
113902 E6D13366465509973F5E90A 2006-03-26 A 36 Completed 2006-05-24 0.08805 0.0812 0.0750 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 978733643891831260803F8 2006-03-26 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.07419 True 20833.333333 C73033644805718846E2159 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 95 378 7500 2006-04-04 235.44 7581.38 7500.00 81.38 -5.08 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 143 NaN NaN Q2 2006
113904 C97434024964924789B94BC 2007-10-20 C 36 Chargedoff 2009-07-01 0.24753 0.2400 0.2300 NaN NaN NaN NaN NaN NaN 0 WA Nurse (LPN) Full-time 42.0 True False NaN 2007-10-20 640.0 659.0 1993-04-22 14.0 14.0 42.0 10 1101.0 10.0 26.0 0.0 0.0 0.0 0.0 0.0 36147.0 0.84 6080.0 37.0 0.89 1.0 0.55000 True 4166.666667 EE4C3403907433850AA81B2 NaN NaN NaN NaN NaN NaN NaN NaN 1836 20.0 77 21278 10000 2007-10-31 392.33 5884.95 3317.24 2567.71 -106.99 -28.5100 6682.76 6682.76 105.60 1.0 0 0 0.00 79 50000.0 74999.0 Q4 2007
113906 C982341623647969155E514 2008-03-28 AA 36 Completed 2011-04-07 0.07479 0.0680 0.0680 NaN NaN NaN NaN NaN NaN 3 GA Professional Full-time 296.0 True False NaN 2008-03-20 780.0 799.0 1992-09-08 11.0 10.0 19.0 9 461.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 22693.0 0.30 49074.0 18.0 1.00 0.0 0.12000 True 5916.666667 055D3417036857528921406 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 71 29350 3001 2008-04-07 92.39 3320.89 3001.02 319.87 0.00 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 135 50000.0 74999.0 Q2 2008
113914 D20533652658825353F6597 2006-08-09 HR 36 Defaulted 2007-03-19 0.25757 0.2500 0.2450 NaN NaN NaN NaN NaN NaN 0 CA NaN NaN NaN False True 3D4D3366260257624AB272D 2006-08-09 520.0 539.0 1998-10-23 NaN NaN 15.0 0 0.0 9.0 12.0 9.0 NaN 16.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.05000 True 2400.000000 063D3366920498906816DA9 NaN NaN NaN NaN NaN NaN NaN NaN 194 8.0 91 2650 3000 2006-08-18 119.28 238.56 117.00 121.56 -2.43 0.0000 2883.01 2883.00 0.00 1.0 0 0 0.00 1 NaN NaN Q3 2006
113915 D2053427325575423785798 2008-07-29 D 36 Completed 2011-09-28 0.22237 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 7 MA Other Full-time 43.0 True True 41F83374830943275CE6888 2008-07-23 620.0 639.0 2001-01-31 13.0 9.0 27.0 7 599.0 5.0 20.0 1.0 0.0 9.0 0.0 0.0 21812.0 0.90 534.0 24.0 0.79 5.0 0.26000 True 4416.666667 7BC73427049986192BAE704 1.0 13.0 12.0 1.0 0.0 6001.0 0.00 40.0 0 NaN 67 35060 3000 2008-08-06 1.57 4064.11 2999.98 1064.13 -51.71 -37.6400 0.00 0.00 0.00 1.0 1 0 0.00 135 50000.0 74999.0 Q3 2008
113918 D207342464194217591D1E1 2008-06-19 A 36 Defaulted 2011-01-27 0.12201 0.1080 0.0980 NaN NaN NaN NaN NaN NaN 4 CA Social Worker Full-time 252.0 True False NaN 2008-06-19 740.0 759.0 1983-11-01 23.0 18.0 44.0 17 1459.0 3.0 18.0 0.0 0.0 0.0 0.0 0.0 40731.0 0.84 7179.0 40.0 0.95 2.0 0.39000 True 5583.333333 D97D342416183363929B094 NaN NaN NaN NaN NaN NaN NaN NaN 406 31.0 69 33438 7000 2008-06-27 228.51 5941.26 4823.49 1117.77 -103.49 0.0000 2176.53 2176.51 0.00 1.0 0 0 0.00 173 50000.0 74999.0 Q2 2008
113921 D21A33647075665665BE266 2005-11-09 AA 36 Completed 2005-11-25 NaN 0.0400 0.0350 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False B8143364846229046768A83 2005-11-09 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.23284 True 12500.000000 30FD3365652573455326F15 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 1 1000 2005-11-15 29.52 1000.89 1000.00 0.89 -0.88 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 1 NaN NaN Q4 2005
113922 D2293427338962159DA5143 2008-08-08 C 36 Completed 2011-08-19 0.15094 0.1295 0.1195 NaN NaN NaN NaN NaN NaN 5 GA Other Full-time 115.0 True False NaN 2008-08-08 640.0 659.0 1999-06-23 8.0 8.0 16.0 5 223.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 4535.0 0.28 11165.0 14.0 0.78 1.0 0.18000 True 5250.000000 58A834282284173163C9D9D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 67 35641 5000 2008-08-19 168.35 6061.27 4999.98 1061.29 -81.95 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 145 50000.0 74999.0 Q3 2008
113923 E334343080922352965DF86 2008-09-10 B 36 Completed 2011-09-23 0.22378 0.2089 0.1989 NaN NaN NaN NaN NaN NaN 1 MS Clergy Full-time 83.0 True False NaN 2008-09-10 700.0 719.0 1997-03-19 15.0 12.0 53.0 1 107.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 2401.0 0.34 4623.0 44.0 0.89 4.0 0.57000 True 3966.666667 BEA03431930416813403CE7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 66 36931 8000 2008-09-23 300.95 10830.39 7999.99 2830.40 -135.50 0.0000 0.00 0.00 0.00 1.0 0 0 0.00 270 25000.0 49999.0 Q3 2008
113926 E34333654295683286C35C2 2006-08-01 E 36 Defaulted 2007-09-06 0.29776 0.2900 0.2850 NaN NaN NaN NaN NaN NaN 0 CA Other Not available NaN False False NaN 2006-08-01 540.0 559.0 1996-03-26 NaN NaN 23.0 0 0.0 2.0 6.0 18.0 NaN 18.0 7.0 NaN NaN NaN NaN NaN NaN NaN 0.07000 True 5416.666667 E5F33364419370827F04C4C NaN NaN NaN NaN NaN NaN NaN NaN 230 13.0 91 2408 3000 2006-08-08 125.72 1005.76 463.90 541.86 -9.34 0.0000 2536.11 2536.10 0.00 1.0 0 0 0.00 39 NaN NaN Q3 2006
113927 E3433419834735803891976 2008-04-30 AA 36 Completed 2011-05-09 0.07469 0.0679 0.0579 NaN NaN NaN NaN NaN NaN 4 WA Executive Full-time 69.0 True True D1413413671123312FAD936 2008-04-30 760.0 779.0 1972-09-09 10.0 8.0 18.0 7 763.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 89961.0 0.72 34415.0 17.0 1.00 1.0 0.06000 True 10333.333333 895E341956005398355C384 1.0 6.0 6.0 0.0 0.0 1000.0 847.61 0.0 0 NaN 70 30797 4292 2008-05-09 132.11 4756.92 4291.99 464.93 -68.47 0.0000 0.00 0.00 0.00 1.0 2 0 0.00 194 100000.0 100000.0 Q2 2008

29084 rows × 81 columns

In [67]:
df_clean[df_clean['ClosedDate'].isnull()]
Out[67]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
1 10273602499503308B223C1 2014-02-27 NaN 36 Current NaT 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 318.93 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
3 0EF5356002482715299901A 2012-10-22 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 800.0 819.0 1983-02-28 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 321.45 5143.2000 4091.09 1052.1100 -108.01 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 158 25000.0 49999.0 Q4 2012
4 0F023589499656230C5E3E2 2013-09-14 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 680.0 699.0 2004-02-20 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.00 9947.90 NaN 0 NaN 6 102670 15000 2013-09-20 563.97 2819.8500 1563.22 1256.6300 -60.27 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 20 100000.0 100000.0 Q3 2013
5 0F05359734824199381F61D 2013-12-14 NaN 60 Current NaT 0.15425 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 10.0 1 NM Professional Employed 82.0 True False NaN 2013-12-14 740.0 759.0 1973-03-01 21.0 17.0 49.0 13 1410.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 62999.0 0.39 86509.0 47.0 1.00 0.0 0.36 True 8333.333333 C3D63702273952547E79520 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123257 15000 2013-12-24 342.37 679.3400 351.89 327.4500 -25.33 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
6 0F0A3576754255009D63151 2013-04-12 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 2.0 1 KS Sales - Retail Employed 172.0 False False NaN 2013-04-12 680.0 699.0 2000-09-29 10.0 7.0 20.0 6 214.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5812.0 0.72 1929.0 16.0 0.68 0.0 0.27 True 2083.333333 CE963680102927767790520 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88353 3000 2013-04-18 122.67 1226.7000 604.25 622.4500 -22.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
7 0F1035772717087366F9EA7 2013-05-05 NaN 36 Current NaT 0.23939 0.2019 0.1919 0.17830 0.0799 0.09840 4.0 C 4.0 2 CA Laborer Employed 103.0 False False NaN 2013-05-05 700.0 719.0 1999-02-25 6.0 6.0 10.0 5 101.0 3.0 16.0 0.0 0.0 0.0 1.0 0.0 1260.0 0.13 2181.0 10.0 0.80 0.0 0.24 True 3355.750000 0C87368108902149313D53B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90051 10000 2013-05-13 372.60 3353.4000 1955.89 1397.5100 -69.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
8 0F043596202561788EA13D5 2013-12-02 NaN 36 Current NaT 0.07620 0.0629 0.0529 0.05221 0.0099 0.04231 7.0 AA 9.0 7 IL Food Service Employed 269.0 True False NaN 2013-12-02 820.0 839.0 1993-04-01 17.0 16.0 32.0 12 219.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 9906.0 0.11 77696.0 29.0 1.00 1.0 0.25 True 3333.333333 02163700809231365A56A1C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121268 10000 2013-12-12 305.54 611.0800 505.58 105.5000 -16.77 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
10 0F123545674891886D9F106 2012-05-10 NaN 60 Current NaT 0.27462 0.2489 0.2389 0.23320 0.0890 0.14420 4.0 C 7.0 1 MD Fireman Employed 300.0 False False NaN 2012-04-22 640.0 659.0 1989-11-29 2.0 2.0 56.0 4 25.0 1.0 2.0 1.0 253.0 28.0 1.0 0.0 387.0 0.51 363.0 47.0 0.72 0.0 0.12 True 7500.000000 7C083651269973612460D6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 22 65946 13500 2012-05-17 395.37 8302.7700 2975.24 5327.5300 -214.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 19 75000.0 99999.0 Q2 2012
12 0F1A3597143888805163EF7 2013-12-15 NaN 36 Past Due (1-15 days) NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 4.0 1 AL Sales - Retail Employed 1.0 False False NaN 2013-12-15 680.0 699.0 1996-11-09 9.0 7.0 29.0 8 290.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 8624.0 0.70 3626.0 20.0 1.00 0.0 0.18 True 2416.666667 209F3701889728853CD17F7 NaN NaN NaN NaN NaN NaN NaN NaN 3 NaN 2 125045 4000 2014-01-07 137.39 135.8174 88.64 47.1774 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
13 0F1C3583260311305D68F87 2013-07-15 NaN 36 Current NaT 0.13138 0.1034 0.0934 0.09050 0.0274 0.06310 6.0 A 8.0 1 AZ Construction Employed 98.0 True False NaN 2013-07-11 740.0 759.0 2007-03-20 9.0 8.0 18.0 8 260.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 9171.0 0.32 19129.0 18.0 0.94 0.0 0.09 True 5833.333333 C7F936888258982629356F0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 96202 8500 2013-07-18 275.63 1929.4100 1449.41 480.0000 -46.42 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 171 50000.0 74999.0 Q3 2013
14 0F353575943675863D1AFC0 2013-04-19 NaN 60 Current NaT 0.11695 0.0949 0.0849 0.08270 0.0224 0.06030 6.0 A 8.0 1 VA Computer Programmer Employed 35.0 False False NaN 2013-04-19 740.0 759.0 1992-07-06 25.0 22.0 48.0 20 823.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 32898.0 0.43 42204.0 48.0 1.00 0.0 0.20 True 10833.333333 2BEF3682506622112EC4790 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90060 19330 2013-05-13 415.37 3738.3300 2428.10 1310.2300 -138.07 0.00 0.0 0.0 0.0 0.7731 0 0 0.0 371 100000.0 100000.0 Q2 2013
16 0F4835843081468212F0892 2013-07-16 NaN 60 Current NaT 0.30748 0.2809 0.2709 0.24730 0.1225 0.12480 2.0 E 4.0 6 CA Professional Full-time 133.0 True False NaN 2013-07-16 640.0 659.0 2001-08-11 6.0 7.0 29.0 3 492.0 1.0 3.0 1.0 2469.0 12.0 0.0 0.0 14030.0 1.00 27.0 25.0 0.84 0.0 0.15 True 8291.666667 2C78368704199057024A715 3.0 67.0 67.0 0.0 0.0 10700.00 4064.87 -19.0 0 NaN 8 95921 4000 2013-07-18 124.76 873.3200 227.07 646.2500 -23.01 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 8 75000.0 99999.0 Q3 2013
18 0FF2357105361877390B58D 2013-02-20 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 7.0 1 PA Sales - Commission Employed 179.0 False False NaN 2013-02-20 740.0 759.0 1994-12-20 10.0 9.0 34.0 7 451.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 18573.0 0.54 15507.0 32.0 1.00 0.0 0.24 True 6250.000000 BC2D367678091765710DFF4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 85974 15000 2013-03-11 482.18 5303.9800 4121.04 1182.9400 -121.47 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 303 75000.0 99999.0 Q1 2013
19 0FFC35866018516621B0D3F 2013-08-21 NaN 60 Current NaT 0.24754 0.2225 0.2125 0.19520 0.1025 0.09270 3.0 D 8.0 1 OR Laborer Employed 18.0 False False NaN 2013-10-04 680.0 699.0 2007-08-13 15.0 15.0 24.0 8 331.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3140.0 0.60 1987.0 20.0 1.00 0.0 0.41 True 3075.000000 A02836960150183071E32AD 1.0 12.0 12.0 0.0 0.0 8000.00 5786.00 NaN 0 NaN 5 105323 6500 2013-10-10 180.45 717.8377 241.16 476.6777 -21.61 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
20 101635959323992333B3C70 2013-11-22 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 7.0 1 MN Retail Management Employed 175.0 True False NaN 2013-11-22 660.0 679.0 1984-12-06 9.0 9.0 23.0 8 548.0 0.0 4.0 0.0 0.0 0.0 1.0 0.0 20551.0 0.95 822.0 21.0 0.95 0.0 0.20 True 5166.666667 CF0237002370068126643CF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118374 14000 2013-11-29 472.66 1412.9400 969.86 443.0800 -34.11 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
22 101735700321773921526BF 2013-01-30 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 2.0 1 NY Other Other 68.0 False False NaN 2013-01-30 700.0 719.0 1988-03-01 9.0 9.0 18.0 8 617.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 10050.0 0.40 4465.0 17.0 0.76 0.0 9.20 True 118.333333 8D313674169912018750992 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 13 84693 4000 2013-02-05 172.76 2073.1200 951.00 1122.1200 -35.80 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 94 1.0 24999.0 Q1 2013
24 101B3596709094692AC79C0 2013-12-03 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 5.0 1 LA Other Employed 91.0 True False NaN 2013-12-03 660.0 679.0 1994-05-03 10.0 8.0 51.0 5 81.0 3.0 10.0 0.0 0.0 8.0 1.0 0.0 1349.0 0.17 4770.0 47.0 0.91 3.0 0.16 True 2333.333333 AE413701157050387A7B5B7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122689 4000 2013-12-18 141.02 280.2647 173.15 107.1147 -6.72 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
25 10223590888942486E3826E 2013-10-02 NaN 36 Current NaT 0.30182 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 3.0 15 CA Engineer - Mechanical Employed 15.0 False False NaN 2013-09-21 680.0 699.0 2000-05-11 2.0 2.0 16.0 2 38.0 1.0 4.0 0.0 0.0 4.0 2.0 0.0 331.0 0.07 4069.0 10.0 0.72 1.0 0.12 True 6974.000000 E2733695363511227B7135C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105431 4000 2013-10-10 161.78 647.1200 302.67 344.4500 -13.11 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 75000.0 99999.0 Q4 2013
28 0F53359346357513247D86B 2013-11-02 NaN 36 Current NaT 0.20268 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 4.0 2 PA Military Enlisted Employed 48.0 True False NaN 2013-11-02 720.0 739.0 2009-12-22 5.0 5.0 7.0 4 60.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 2919.0 0.31 6381.0 5.0 1.00 0.0 0.12 True 3600.000000 DE4A3697562098725B01EB1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110393 10000 2013-11-13 354.54 6449.9921 6080.07 369.9221 -22.56 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
29 0F563597161095613517437 2013-12-17 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 6.0 1 LA Other Employed 16.0 True False NaN 2013-12-17 740.0 759.0 1973-12-01 24.0 21.0 50.0 13 533.0 2.0 12.0 0.0 0.0 0.0 1.0 0.0 17451.0 0.34 24401.0 47.0 0.97 2.0 0.32 True 10416.666667 A8B83704317372651543A02 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127405 35000 2014-01-16 1169.03 1157.1492 800.72 356.4292 -29.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
31 0F683558129866945165D36 2012-09-21 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 5.0 2 WI Other Other 44.0 False False NaN 2012-09-21 680.0 699.0 1979-05-01 0.0 0.0 21.0 0 0.0 0.0 0.0 0.0 0.0 27.0 1.0 0.0 0.0 0.00 0.0 20.0 0.60 0.0 0.04 True 2250.000000 52C13661956879502774109 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 75030 2000 2012-09-27 86.85 1476.4500 715.61 760.8400 -23.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 24 25000.0 49999.0 Q3 2012
32 0F683599787642317AE85C5 2014-01-10 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 1 NY Clerical Employed 269.0 True False NaN 2014-01-10 660.0 679.0 1994-05-18 9.0 8.0 30.0 7 610.0 0.0 6.0 0.0 0.0 51.0 0.0 0.0 25224.0 0.80 5049.0 29.0 0.96 0.0 0.22 True 7000.000000 A4AC370349156606872339B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127880 25000 2014-01-22 839.22 830.4940 568.71 261.7840 -21.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
34 0F6C3603015887476F3F015 2014-02-24 NaN 36 Current NaT 0.22966 0.1920 0.1820 0.16810 0.0899 0.07820 4.0 C 5.0 1 GA NaN Other 426.0 True False NaN 2014-02-06 640.0 659.0 1978-10-01 6.0 6.0 16.0 4 60.0 1.0 5.0 2.0 15543.0 15.0 1.0 0.0 4175.0 0.91 266.0 14.0 0.75 0.0 0.17 True 4058.333333 0C2F3706762182722E94190 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133362 10000 2014-02-27 367.57 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
35 1092353380565801709A4A2 2011-12-11 NaN 36 Current NaT 0.19108 0.1621 0.1521 0.14950 0.0595 0.09000 5.0 B 8.0 1 OH Retail Management Employed 55.0 False False NaN 2011-12-10 700.0 719.0 2001-06-08 8.0 5.0 16.0 3 193.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5328.0 0.58 3282.0 16.0 0.87 0.0 0.20 True 3833.333333 EEA53637882709564813EFA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 57780 9000 2011-12-21 317.35 8251.1000 6044.10 2207.0000 -136.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 14 25000.0 49999.0 Q4 2011
36 1092359520343159157D1AC 2013-11-27 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 MN Professional Employed 112.0 True False NaN 2013-11-27 680.0 699.0 1974-03-23 12.0 11.0 34.0 10 757.0 3.0 5.0 0.0 0.0 12.0 0.0 0.0 103263.0 0.55 31444.0 32.0 0.87 2.0 0.14 True 8750.000000 057C3701233443032E641FA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121285 10000 2013-12-11 416.34 832.6800 352.79 479.8900 -16.84 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 100000.0 100000.0 Q4 2013
37 10993590382481129382160 2013-09-16 NaN 36 Current NaT 0.28544 0.2469 0.2369 0.21650 0.1175 0.09900 3.0 D 6.0 15 NC Teacher Employed 361.0 True False NaN 2013-09-16 640.0 659.0 1995-01-15 10.0 9.0 47.0 6 248.0 0.0 1.0 0.0 0.0 52.0 1.0 0.0 8672.0 0.93 578.0 32.0 0.68 1.0 0.31 True 3333.333333 FAB43694073015366865C74 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103613 5000 2013-09-30 197.98 986.5178 498.90 487.6178 -19.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
38 109A35861259973172F6548 2013-08-13 NaN 36 Current NaT 0.08930 0.0759 0.0659 0.06470 0.0149 0.04980 7.0 AA 9.0 1 IL Other Other 539.0 True False NaN 2013-08-13 800.0 819.0 1975-11-21 19.0 18.0 39.0 19 634.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 14038.0 0.10 90784.0 35.0 0.97 1.0 0.14 True 6000.000000 8FC0368986109964785D639 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 100006 7000 2013-08-22 218.03 1308.1800 1057.13 251.0500 -33.08 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 151 50000.0 74999.0 Q3 2013
40 10A43601079743929992413 2014-01-27 NaN 60 Current NaT 0.19630 0.1725 0.1625 0.15163 0.0724 0.07923 4.0 C 4.0 1 WA Other Self-employed 276.0 False False NaN 2014-01-25 680.0 699.0 1985-12-20 10.0 9.0 28.0 10 1233.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 61284.0 0.46 69166.0 28.0 1.00 2.0 NaN False 12750.000000 91A33705770133108E299C1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129161 15000 2014-01-29 374.81 374.8100 162.14 212.6700 -12.33 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 100000.0 100000.0 Q1 2014
41 10A635483653880905FC2D6 2012-05-30 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.19500 0.0565 0.13850 5.0 B 8.0 7 MI Other Employed 76.0 True False NaN 2012-05-30 700.0 719.0 1986-01-16 9.0 7.0 44.0 4 80.0 1.0 5.0 0.0 0.0 1.0 1.0 0.0 2460.0 0.69 290.0 39.0 0.76 3.0 0.08 True 9000.000000 1CCC3653208342304ED7D0E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 67402 13000 2012-06-06 350.60 7012.0000 2941.26 4070.7400 -195.26 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 181 100000.0 100000.0 Q2 2012
43 10B93591610781064F9C46B 2013-10-08 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 KS Clergy Employed 25.0 False False NaN 2013-09-30 640.0 659.0 2005-01-01 9.0 9.0 15.0 7 152.0 0.0 11.0 0.0 0.0 0.0 0.0 0.0 5985.0 0.74 2025.0 15.0 0.80 0.0 0.10 True 4333.333333 A2043695797690049691D2F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105413 5000 2013-10-10 179.76 719.0400 432.03 287.0100 -16.30 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 5 50000.0 74999.0 Q4 2013
44 0F823581900037042AC6A5E 2013-06-20 NaN 36 Current NaT 0.21025 0.1734 0.1634 0.15360 0.0624 0.09120 4.0 C 5.0 1 WA Professional Employed 32.0 True False NaN 2013-06-20 720.0 739.0 1982-02-01 14.0 12.0 31.0 12 1125.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 34881.0 0.91 3041.0 31.0 1.00 1.0 0.19 True 8916.666667 354A3685962127703EED1B7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 94349 16000 2013-06-27 573.15 4577.5989 2840.74 1736.8589 -100.60 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
45 0F843574249889932A8662E 2013-04-01 NaN 60 Current NaT 0.13227 0.1099 0.0999 0.09650 0.0299 0.06660 6.0 A 7.0 1 NV Executive Employed 28.0 True False NaN 2013-04-01 740.0 759.0 1973-09-01 13.0 13.0 53.0 15 471.0 1.0 6.0 1.0 2629.0 4.0 0.0 0.0 18590.0 0.63 10735.0 50.0 0.90 1.0 0.13 True 16000.000000 D6903678623932427B6BA89 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 87756 25000 2013-04-10 543.44 5434.4000 3264.76 2169.6400 -197.42 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 515 100000.0 100000.0 Q2 2013
47 0F8B3577039176552F6CC26 2013-05-01 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11480 0.0399 0.07490 6.0 A 8.0 1 CO Professional Employed 90.0 True True 52EA3425051368132B80C96 2013-05-01 680.0 699.0 1996-08-03 15.0 15.0 33.0 11 561.0 2.0 3.0 0.0 0.0 0.0 0.0 0.0 20812.0 0.84 3595.0 27.0 0.88 2.0 0.35 True 5416.666667 76BB3680997666469826273 3.0 20.0 20.0 0.0 0.0 27000.00 11308.14 14.0 0 NaN 10 90027 15000 2013-05-13 505.34 4737.3800 3439.32 1298.0600 -99.94 0.00 0.0 0.0 0.0 1.0000 1 0 0.0 1 50000.0 74999.0 Q2 2013
48 0F923587782964897A58B1B 2013-08-20 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 6.0 1 NJ Attorney Employed 10.0 True False NaN 2013-08-20 720.0 739.0 1994-09-01 19.0 17.0 41.0 7 846.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 153812.0 0.97 3507.0 39.0 0.94 1.0 0.25 True 14583.333333 E60D3691534567941518FEF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 100426 15000 2013-08-28 358.35 2150.0975 1034.05 1116.0475 -62.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q3 2013
49 0F9D3585166658459B9AC30 2013-08-05 NaN 60 Current NaT 0.11695 0.0949 0.0849 0.08270 0.0224 0.06030 6.0 A 10.0 1 NV Professional Employed 145.0 True False NaN 2013-08-06 780.0 799.0 1995-08-29 11.0 10.0 30.0 9 1010.0 0.0 2.0 0.0 0.0 1.0 0.0 0.0 42592.0 0.36 66742.0 26.0 0.92 0.0 0.21 True 7458.333333 4B7D3690967382210BC1EE9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 99129 25000 2013-08-21 524.92 3149.5200 1993.02 1156.5000 -121.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 481 75000.0 99999.0 Q3 2013
50 0FA035965589061761C3D7A 2013-12-12 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 5.0 1 TX Nurse (RN) Employed 43.0 True False NaN 2013-12-01 640.0 659.0 1993-10-06 12.0 11.0 48.0 10 347.0 1.0 9.0 2.0 579.0 18.0 0.0 0.0 3706.0 0.37 3414.0 40.0 0.76 1.0 0.12 True 7916.666667 57B83701692485453F2751B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122926 10000 2013-12-19 273.35 540.8096 183.15 357.6596 -16.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
51 0FA935298156996977CF764 2011-10-30 NaN 36 Current NaT 0.20200 0.1799 0.1699 0.16690 0.0595 0.10740 5.0 B 8.0 1 AR Nurse (RN) Employed 0.0 True False NaN 2011-10-30 640.0 659.0 1994-05-02 5.0 5.0 27.0 3 73.0 1.0 2.0 0.0 0.0 0.0 1.0 0.0 1287.0 0.91 113.0 20.0 0.95 1.0 0.11 True 4853.333333 50AE363406953988501A07E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 28 55623 2500 2011-11-07 90.37 2439.9900 1743.39 696.6000 -38.69 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 51 50000.0 74999.0 Q4 2011
52 0FAA357428986754861A3E6 2013-03-20 NaN 36 Current NaT 0.14348 0.1153 0.1053 0.10150 0.0324 0.06910 6.0 A 6.0 1 MI Other Employed 209.0 True False NaN 2013-03-10 720.0 739.0 1984-04-01 9.0 9.0 47.0 7 445.0 0.0 17.0 0.0 0.0 0.0 1.0 0.0 7465.0 0.61 3881.0 40.0 0.97 0.0 0.28 True 8166.666667 8C9F367865020548458A3B8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 87340 7000 2013-03-27 230.93 2540.2300 1884.63 655.6000 -56.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 87 75000.0 99999.0 Q1 2013
53 0FA3356960850383539D362 2013-02-01 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 4.0 1 SC Accountant/CPA Employed 76.0 False False NaN 2013-02-01 640.0 659.0 1998-11-05 4.0 4.0 9.0 3 96.0 0.0 1.0 1.0 67.0 0.0 1.0 0.0 2599.0 0.87 90.0 6.0 0.71 0.0 0.17 True 4056.000000 0C4836737603930356A4E05 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 13 85084 3000 2013-02-05 122.67 1472.0400 748.54 723.5000 -26.69 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 65 25000.0 49999.0 Q1 2013
54 0FBC3556025226720BE6DD4 2012-08-26 NaN 60 Current NaT 0.20931 0.1852 0.1752 0.17210 0.0449 0.12720 5.0 B 5.0 2 WI Executive Employed 61.0 True False NaN 2012-08-26 720.0 739.0 1986-09-01 14.0 9.0 42.0 4 146.0 5.0 8.0 0.0 0.0 2.0 0.0 0.0 2972.0 0.45 3528.0 26.0 0.76 1.0 0.16 True 10000.000000 3DAD365965028000797A896 1.0 9.0 8.0 1.0 0.0 8000.00 6384.14 59.0 0 NaN 19 73248 18000 2012-08-31 462.19 8304.4200 3785.21 4519.2100 -244.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 4 100000.0 100000.0 Q3 2012
55 0FC13592826344497AFB874 2013-10-21 NaN 36 Current NaT 0.17601 0.1399 0.1299 0.12380 0.0449 0.07890 5.0 B 7.0 1 GA Retail Management Employed 51.0 False False NaN 2013-10-21 660.0 679.0 1989-05-02 9.0 9.0 57.0 13 388.0 0.0 2.0 0.0 0.0 42.0 1.0 0.0 9037.0 0.57 3538.0 54.0 0.74 2.0 0.22 True 3416.666667 E6BB3697420253017071720 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108557 10000 2013-11-01 341.73 1363.0871 922.34 440.7471 -31.78 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
56 0FD235896044348280704B9 2013-09-16 NaN 36 Current NaT 0.22415 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 4.0 1 IL Retail Management Employed 179.0 False False NaN 2013-09-16 680.0 699.0 1997-07-21 7.0 7.0 19.0 4 151.0 0.0 7.0 0.0 0.0 0.0 1.0 0.0 4231.0 0.91 298.0 18.0 0.94 1.0 0.37 True 4734.333333 6D883694285320666768869 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102095 15000 2013-09-19 547.57 2722.8500 1564.63 1158.2200 -60.47 -93.09 0.0 0.0 0.0 1.0000 0 0 0.0 77 50000.0 74999.0 Q3 2013
58 0FF735841515827770331DF 2013-07-22 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 6.0 1 IL Clergy Employed 89.0 False False NaN 2013-07-22 720.0 739.0 1993-03-01 7.0 6.0 22.0 5 492.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 8764.0 0.32 16098.0 22.0 0.95 0.0 0.25 True 4666.666667 7BA83687804638461B3FFB1 1.0 1.0 1.0 0.0 0.0 15000.00 0.00 27.0 0 NaN 8 96291 8000 2013-07-24 191.12 1337.8400 646.40 691.4400 -45.52 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 82 50000.0 74999.0 Q3 2013
60 101735933549003126EF74E 2013-11-02 NaN 60 Current NaT 0.19323 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 7.0 1 IL Teacher Employed 195.0 True False NaN 2013-11-02 700.0 719.0 1994-06-23 10.0 9.0 35.0 8 1047.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 45348.0 0.89 5271.0 25.0 1.00 1.0 0.29 True 7500.000000 59783696532265529C67ABE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110050 25000 2013-11-07 620.64 1850.3104 805.48 1044.8304 -62.33 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
61 10223596029543318E1A9FB 2013-12-05 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 19 DE Analyst Employed 103.0 True False NaN 2013-12-05 660.0 679.0 1988-02-01 6.0 5.0 62.0 6 76.0 4.0 13.0 20.0 72705.0 72.0 2.0 0.0 414.0 0.19 1215.0 47.0 0.74 2.0 0.03 True 7108.333333 D33D37012238113149FE245 2.0 4.0 4.0 0.0 0.0 19000.00 0.01 NaN 0 NaN 3 119808 2000 2013-12-09 67.14 133.5819 91.49 42.0919 -3.36 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
64 0F1B35892502944590155D8 2013-09-26 NaN 36 Current NaT 0.30899 0.2699 0.2599 0.23673 0.1325 0.10423 2.0 E 4.0 1 NJ Sales - Commission Employed 3.0 True False NaN 2013-09-18 680.0 699.0 1999-06-14 8.0 8.0 17.0 5 370.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 11229.0 0.81 2258.0 15.0 0.93 0.0 0.42 True 3166.666667 10A236940818811691F0BA2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105188 5000 2013-10-09 204.10 812.7027 374.24 438.4627 -16.39 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
65 0F1B3603414231556D2BFFD 2014-03-05 NaN 36 Current NaT 0.19744 0.1605 0.1505 0.14089 0.0674 0.07349 4.0 C 4.0 1 CA Other Other 427.0 True False NaN 2014-02-14 660.0 679.0 1973-10-01 14.0 14.0 35.0 15 464.0 2.0 6.0 1.0 52379.0 4.0 0.0 0.0 15885.0 0.68 7165.0 34.0 0.97 3.0 0.21 True 4666.666667 3FAB3707803011055B68140 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135763 15000 2014-03-07 527.73 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
69 0F37360159310530849DA23 2014-01-25 NaN 60 Current NaT 0.13636 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 11.0 1 IL Investor Self-employed 12.0 True True NaN 2014-01-25 700.0 719.0 1995-08-01 5.0 5.0 21.0 3 373.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 19961.0 0.79 5039.0 21.0 1.00 0.0 NaN False 2700.000000 B08137048491184083D747A 3.0 16.0 16.0 0.0 0.0 7861.00 0.02 NaN 0 NaN 2 128889 9000 2014-01-29 197.44 194.6315 115.99 78.6415 -7.15 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
70 0F3835813277303416C07A2 2013-06-21 NaN 36 Current NaT 0.24246 0.2049 0.1949 0.18080 0.0824 0.09840 4.0 C 6.0 1 MD Retail Management Employed 37.0 False False NaN 2013-06-21 640.0 659.0 2005-03-31 12.0 12.0 22.0 4 140.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 7101.0 0.76 2149.0 12.0 1.00 0.0 0.17 True 4500.000000 FD85368751014889686060E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 95011 10000 2013-07-03 374.14 2987.5063 1727.54 1259.9663 -61.76 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
71 0DD23561917467486206661 2012-10-23 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.27990 0.1625 0.11740 1.0 HR 4.0 13 CA Other Employed 141.0 True False NaN 2012-10-23 760.0 779.0 1992-02-01 20.0 14.0 75.0 13 219.0 2.0 11.0 0.0 0.0 4.0 0.0 0.0 7610.0 0.39 11195.0 72.0 1.00 0.0 0.53 True 2916.666667 668B36670958360892E4068 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77739 2774 2012-11-15 120.47 1807.0500 840.76 966.2900 -30.43 0.00 0.0 0.0 0.0 0.9247 0 0 0.0 49 25000.0 49999.0 Q4 2012
73 0DE83585214289256D08313 2013-07-17 NaN 36 Current NaT 0.26528 0.2272 0.2172 0.20000 0.0975 0.10250 3.0 D 3.0 1 MD Other Employed 84.0 True False NaN 2013-07-17 700.0 719.0 1988-08-01 7.0 5.0 34.0 2 53.0 1.0 2.0 3.0 155578.0 64.0 0.0 0.0 408.0 0.86 55.0 29.0 0.75 1.0 0.11 True 6000.000000 42A93687580324146550779 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 96152 4000 2013-07-19 154.26 1064.8200 560.28 504.5400 -22.20 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 40 50000.0 74999.0 Q3 2013
79 0E193575764412056DAE671 2013-04-16 NaN 36 Current NaT 0.24246 0.2049 0.1949 0.18080 0.0824 0.09840 4.0 C 5.0 1 NY Skilled Labor Employed 173.0 False False NaN 2013-04-01 740.0 759.0 1998-06-16 9.0 6.0 28.0 5 231.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 9404.0 0.45 11346.0 27.0 0.96 0.0 0.23 True 7500.000000 70A636803286143275CDABE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88332 22500 2013-04-18 841.81 8418.1000 4923.68 3494.4200 -170.55 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q2 2013
80 10503600874171217579DB4 2014-01-17 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 1 UT Other Employed 55.0 False False NaN 2014-01-17 640.0 659.0 1999-07-26 5.0 4.0 10.0 4 170.0 0.0 2.0 1.0 7342.0 15.0 0.0 0.0 5538.0 0.97 128.0 9.0 0.66 1.0 0.31 True 1061.500000 856E37036439790886FF87C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128164 4000 2014-01-22 156.81 156.8100 75.48 81.3300 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 25 1.0 24999.0 Q1 2014
81 105B35621274435224BDC69 2012-11-15 NaN 60 Current NaT 0.12216 0.1000 0.0900 0.08860 0.0124 0.07620 7.0 AA 10.0 1 DC Professional Employed 51.0 False False NaN 2012-11-15 780.0 799.0 1999-12-08 8.0 7.0 14.0 5 236.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 22554.0 0.59 15145.0 14.0 1.00 1.0 0.10 True 10000.000000 1795366928190951222A81A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 15 78856 25000 2012-12-04 531.18 7967.7000 5142.71 2824.9900 -282.50 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 335 100000.0 100000.0 Q4 2012
82 10623584773904550935540 2013-07-18 NaN 36 Past Due (16-30 days) NaT 0.33286 0.2932 0.2832 0.25750 0.1425 0.11500 2.0 E 2.0 7 NY Other Employed 47.0 False False NaN 2013-07-18 600.0 619.0 2008-12-05 9.0 9.0 9.0 8 229.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 3726.0 0.76 535.0 9.0 0.88 1.0 0.12 True 4166.666667 F0B13687249606394E0D30C 1.0 9.0 6.0 3.0 0.0 3000.00 2428.26 -71.0 19 NaN 8 95823 4000 2013-07-19 168.32 1006.7068 445.20 561.5068 -19.27 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
84 106735874092648468C4A6E 2013-08-30 NaN 60 Current NaT 0.22283 0.1984 0.1884 0.17650 0.0674 0.10910 4.0 C 5.0 1 MA Flight Attendant Employed 213.0 True False NaN 2013-08-30 760.0 779.0 1981-11-15 11.0 11.0 22.0 10 908.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 41278.0 0.43 52602.0 21.0 1.00 0.0 0.28 True 5083.333333 EAEB3691261042696BB2DAF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 100706 20000 2013-09-04 528.10 3168.5988 1249.75 1918.8488 -85.32 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
85 106B3599263839928396A82 2013-12-31 NaN 60 Current NaT 0.21166 0.1875 0.1775 0.16463 0.0824 0.08223 4.0 C 4.0 1 MN Other Employed 93.0 True False NaN 2013-12-31 660.0 679.0 2000-06-01 4.0 4.0 7.0 2 158.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 5008.0 0.98 50.0 7.0 1.00 0.0 0.19 True 2916.666667 48B13702746813637453470 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124230 10000 2014-01-06 258.03 252.8930 98.78 154.1130 -8.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
86 1079360150757893206802F 2014-02-04 NaN 36 Current NaT 0.22773 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 4.0 1 FL Nurse (LPN) Employed 131.0 True False NaN 2014-02-04 640.0 659.0 1990-02-26 8.0 7.0 50.0 3 91.0 1.0 12.0 0.0 0.0 73.0 2.0 0.0 3120.0 0.89 380.0 43.0 0.72 0.0 0.19 True 5416.666667 828C3705232601213C8CB74 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129999 4500 2014-02-05 165.07 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 20 50000.0 74999.0 Q1 2014
89 0FC235484386436481EDCB7 2012-06-01 NaN 36 Current NaT 0.21372 0.1768 0.1668 0.16390 0.0565 0.10740 5.0 B 8.0 6 MD Construction Employed 76.0 False False NaN 2012-06-01 660.0 679.0 2000-07-31 4.0 4.0 11.0 2 50.0 2.0 2.0 0.0 0.0 11.0 0.0 0.0 262.0 0.32 538.0 6.0 0.66 0.0 0.08 True 7083.333333 039F36536503013285DD282 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 67641 3500 2012-06-12 125.97 2519.4000 1713.99 805.4100 -45.55 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 34 75000.0 99999.0 Q2 2012
94 0FEE354060248231998406E 2012-02-29 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1650 0.12460 1.0 HR 3.0 7 MO Military Officer Employed 33.0 True False NaN 2012-02-29 700.0 719.0 2005-09-20 15.0 13.0 23.0 7 478.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 17878.0 0.92 833.0 17.0 1.00 3.0 0.43 True 5196.250000 25013645183307735D78AF0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 24 61584 4000 2012-03-05 173.71 3995.3300 2101.75 1893.5800 -59.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 6 50000.0 74999.0 Q1 2012
95 0FFC3601335963354A35791 2014-01-26 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 8.0 1 TX Analyst Employed 48.0 True False NaN 2014-01-26 680.0 699.0 2003-09-06 10.0 9.0 18.0 6 422.0 0.0 2.0 0.0 0.0 1.0 1.0 0.0 15615.0 0.61 8667.0 18.0 0.88 3.0 0.13 True 14833.333333 074937059707627129C6652 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130355 20000 2014-02-05 644.41 644.4100 492.52 151.8900 -15.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
96 1002355507716089687F6D9 2012-08-07 NaN 60 Current NaT 0.23718 0.2124 0.2024 0.19880 0.0599 0.13890 5.0 B 8.0 1 FL Clerical Employed 42.0 False False NaN 2012-08-07 720.0 739.0 2006-01-03 12.0 12.0 15.0 10 294.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 9760.0 0.29 23290.0 14.0 1.00 1.0 0.56 True 2583.333333 E8BF3658547994444E01281 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72368 15000 2012-08-15 407.83 7840.9400 3637.86 4203.0800 -197.90 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 213 25000.0 49999.0 Q3 2012
97 1008356191184551964B1C4 2012-10-26 NaN 36 Current NaT 0.23121 0.1939 0.1839 0.17140 0.0749 0.09650 4.0 C 6.0 7 GA Sales - Retail Employed 30.0 False False NaN 2012-10-26 640.0 659.0 2000-09-25 2.0 2.0 6.0 2 2.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 0.0 6.0 0.83 0.0 0.05 True 1500.000000 6E8636649459659581817FD 1.0 32.0 32.0 0.0 0.0 2000.00 0.00 -22.0 0 NaN 16 77573 2000 2012-11-07 73.71 1105.6500 696.11 409.5400 -21.12 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 38 1.0 24999.0 Q4 2012
98 0F653600910253363BBD659 2014-01-26 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 9.0 1 VA Computer Programmer Employed 189.0 True False NaN 2014-01-26 640.0 659.0 1996-02-22 7.0 5.0 28.0 2 279.0 0.0 0.0 2.0 0.0 10.0 0.0 0.0 9058.0 0.90 942.0 19.0 0.68 0.0 0.20 True 6000.000000 3AFC370360000314995EA05 1.0 35.0 35.0 0.0 0.0 2500.00 0.00 NaN 0 NaN 2 128514 4000 2014-01-28 135.84 134.3551 89.81 44.5451 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
99 0F663588983215130695EB3 2013-09-03 NaN 60 Current NaT 0.10878 0.0869 0.0769 0.07510 0.0199 0.05520 7.0 AA 10.0 2 MO Other Other 192.0 False False NaN 2013-09-03 800.0 819.0 1972-10-01 7.0 7.0 11.0 6 148.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 685.0 0.03 15397.0 9.0 1.00 0.0 0.22 True 3750.000000 3E0036932010839577D2E62 1.0 14.0 14.0 0.0 0.0 20000.00 16608.37 -10.0 0 NaN 6 102373 10000 2013-09-19 206.08 1030.4000 676.02 354.3800 -40.78 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 184 25000.0 49999.0 Q3 2013
104 0F8435958508525579E0C8D 2013-12-05 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 5.0 1 CT Other Employed 3.0 False False NaN 2013-12-05 660.0 679.0 2001-09-15 11.0 9.0 31.0 8 950.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 79487.0 0.91 7416.0 29.0 1.00 0.0 0.35 True 4916.666667 E50F37008808794166EAA47 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122080 15000 2013-12-16 528.84 1057.6800 649.35 408.3300 -25.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
106 0F8B35317926570441EA191 2011-11-09 NaN 36 Current NaT 0.19088 0.1619 0.1519 0.14930 0.0520 0.09730 5.0 B 6.0 1 IL Other Employed 117.0 False False NaN 2011-11-09 660.0 679.0 1995-07-20 13.0 12.0 45.0 7 187.0 0.0 6.0 1.0 134.0 0.0 1.0 0.0 6552.0 0.74 2198.0 42.0 0.97 1.0 0.20 True 4699.000000 05A13636401850985F3C7E3 1.0 5.0 5.0 0.0 0.0 5000.00 0.00 15.0 0 NaN 28 56312 10000 2011-11-18 352.51 10575.3000 8243.31 2331.9900 -144.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 188 50000.0 74999.0 Q4 2011
111 10CA35413217064407031F0 2012-03-17 NaN 36 Current NaT 0.28370 0.2452 0.2352 0.22940 0.1190 0.11040 3.0 D 6.0 6 IN Laborer Employed 23.0 True False NaN 2012-03-17 700.0 719.0 2004-07-21 4.0 3.0 7.0 2 0.0 0.0 0.0 0.0 0.0 6.0 5.0 0.0 0.0 0.00 0.0 7.0 0.71 2.0 0.05 True 3000.000000 1A783647068153464EE14C0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 24 62430 4000 2012-03-22 158.03 3634.6900 2206.12 1428.5700 -58.26 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 48 25000.0 49999.0 Q1 2012
115 10E63597067945844E559D0 2013-12-03 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 6.0 13 TX Professional Employed 130.0 False False NaN 2013-12-03 700.0 719.0 1997-10-14 11.0 10.0 20.0 7 539.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 21906.0 0.80 4650.0 15.0 1.00 1.0 0.27 True 4490.833333 E8663700271029780F00752 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120538 2000 2013-12-06 52.65 104.2205 38.70 65.5205 -3.38 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
116 0F4935925465944189E3E7C 2013-10-23 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 WA Executive Employed 232.0 True False NaN 2013-10-16 700.0 719.0 1986-08-06 21.0 19.0 47.0 17 1861.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 241819.0 0.86 38131.0 44.0 1.00 3.0 0.33 True 7666.666667 1AEA36966230442891838AB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108271 15000 2013-10-25 377.64 1510.5600 634.95 875.6100 -49.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 195 75000.0 99999.0 Q4 2013
118 0F513544744373659C042AF 2012-04-09 NaN 36 Current NaT 0.17359 0.1449 0.1349 0.13260 0.0565 0.07610 5.0 B 8.0 8 CA Teacher Employed 44.0 True False NaN 2012-04-09 720.0 739.0 1996-05-11 10.0 10.0 41.0 6 79.0 0.0 1.0 0.0 0.0 17.0 1.0 0.0 987.0 0.35 1763.0 27.0 0.81 1.0 0.17 True 4583.333333 5D8E3649109047401824BE0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 23 64333 6000 2012-04-25 206.50 4543.0000 3351.97 1191.0300 -82.18 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 83 50000.0 74999.0 Q2 2012
119 0F5235969768792992BD77F 2013-12-03 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 4.0 1 MA Clerical Employed 23.0 False False NaN 2013-12-03 720.0 739.0 1986-04-23 21.0 16.0 51.0 7 460.0 3.0 5.0 0.0 0.0 0.0 0.0 0.0 26927.0 0.36 32305.0 47.0 1.00 2.0 0.48 True 6083.333333 469A3700030937622A73661 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120283 15000 2013-12-05 545.30 1083.0384 626.64 456.3984 -25.22 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
120 0F5235989252645067B75F7 2014-01-09 NaN 60 Current NaT 0.18913 0.1655 0.1555 0.14559 0.0674 0.07819 4.0 C 3.0 1 NC Laborer Employed 125.0 True False NaN 2014-01-09 760.0 779.0 1989-09-01 10.0 10.0 26.0 7 472.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 82422.0 0.91 7239.0 25.0 1.00 1.0 0.32 True 3208.500000 6CC1370237018400628F89A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126182 10000 2014-01-14 246.11 241.5758 105.55 136.0258 -8.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
124 10DF35877947474891E2343 2013-08-21 NaN 60 Current NaT 0.20081 0.1769 0.1669 0.15750 0.0574 0.10010 5.0 B 6.0 1 LA Construction Employed 93.0 True False NaN 2013-08-21 720.0 739.0 1996-07-24 11.0 11.0 38.0 3 219.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 7273.0 0.50 7227.0 37.0 1.00 1.0 0.31 True 7916.666667 E56936903318019301B77B3 2.0 12.0 12.0 0.0 0.0 26500.00 0.00 42.0 0 NaN 7 100276 15000 2013-08-27 378.38 2277.5500 968.03 1309.5200 -62.22 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 28 75000.0 99999.0 Q3 2013
125 10EC3516168266498E5E38A 2011-05-10 NaN 36 Current NaT 0.35643 0.3199 0.3099 0.29570 0.1470 0.14870 2.0 E 5.0 7 NC Other Not employed 8.0 False False NaN 2011-05-10 640.0 659.0 1993-12-10 7.0 7.0 24.0 3 306.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 10425.0 0.98 34.0 21.0 1.00 0.0 NaN False 0.000000 1D71361946351591198D4B1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49793 5000 2011-05-26 217.74 7185.4200 4363.15 2822.2700 -88.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 92 0.0 0.0 Q2 2011
126 10EC3600794645468CB39C9 2014-02-06 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 10.0 1 NY Sales - Commission Employed 107.0 True False NaN 2014-02-06 800.0 819.0 1995-10-25 19.0 18.0 32.0 15 614.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 14669.0 0.14 84513.0 30.0 1.00 0.0 0.48 True 4333.333333 815E37057857920959AF6D8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131237 14000 2014-02-11 458.28 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
129 111335777080426187DABBE 2013-05-08 NaN 36 Current NaT 0.28032 0.2419 0.2319 0.21260 0.1075 0.10510 3.0 D 2.0 7 TX Retail Management Employed 7.0 False False NaN 2013-05-08 660.0 679.0 1990-08-01 3.0 3.0 15.0 3 55.0 0.0 2.0 1.0 179.0 8.0 1.0 0.0 361.0 0.36 639.0 13.0 0.46 0.0 0.26 True 3000.000000 19C7368164189690320CD70 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90271 10000 2013-05-10 393.33 3539.9700 1856.95 1683.0200 -69.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
133 10F935536234979271B22A5 2012-08-06 NaN 60 Current NaT 0.15936 0.1364 0.1264 0.12590 0.0249 0.10100 6.0 A 8.0 11 MD Other Employed 35.0 False False NaN 2012-08-06 740.0 759.0 1999-10-22 9.0 9.0 12.0 7 323.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 8934.0 0.33 17556.0 11.0 1.00 0.0 0.30 True 2750.000000 D0D53658743287339A6001C 1.0 24.0 24.0 0.0 0.0 1500.00 546.86 48.0 0 NaN 19 72142 5000 2012-08-08 115.41 2077.3800 1160.33 917.0500 -67.24 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 31 25000.0 49999.0 Q3 2012
134 10FC359299660914790898F 2013-10-21 NaN 36 Current NaT 0.28544 0.2469 0.2369 0.21650 0.1175 0.09900 3.0 D 4.0 1 IL Professional Employed 70.0 False False NaN 2013-10-21 640.0 659.0 1993-04-01 6.0 6.0 14.0 3 150.0 1.0 1.0 0.0 0.0 1.0 0.0 0.0 3975.0 0.92 325.0 11.0 0.90 1.0 0.18 True 7083.333333 3976369715826221070D0BD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107897 6000 2013-10-28 237.58 946.2614 465.46 480.8014 -19.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
135 11023592403082400775759 2013-10-23 NaN 36 Current NaT 0.33215 0.2925 0.2825 0.25691 0.1475 0.10941 2.0 E 2.0 1 KY Skilled Labor Employed 125.0 False False NaN 2013-10-23 640.0 659.0 2000-02-24 5.0 5.0 20.0 4 185.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 5635.0 0.99 23.0 15.0 0.73 0.0 0.12 True 4166.666667 CEF63696448896267E67301 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107711 4000 2013-10-25 168.17 672.6800 288.94 383.7400 -13.12 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 5 50000.0 74999.0 Q4 2013
137 112235975452991379F490B 2013-12-30 NaN 36 Current NaT 0.21648 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 4.0 1 WI Construction Employed 551.0 False False NaN 2013-12-30 660.0 679.0 2001-11-14 7.0 7.0 21.0 8 354.0 0.0 2.0 1.0 0.0 1.0 1.0 0.0 7109.0 0.31 552.0 18.0 0.94 0.0 0.44 True 1416.666667 1F7F3703146098460D650AF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125483 4000 2014-01-08 144.51 142.5429 83.53 59.0129 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q1 2014
139 112A35420359988673C6984 2012-03-22 NaN 36 Past Due (1-15 days) NaT 0.33973 0.2999 0.2899 0.27660 0.1490 0.12760 2.0 E 3.0 2 KY Other Other 111.0 False False NaN 2012-03-22 600.0 619.0 1983-04-01 7.0 6.0 35.0 2 50.0 0.0 2.0 0.0 0.0 20.0 1.0 0.0 1424.0 0.94 76.0 27.0 0.72 2.0 0.41 True 1835.416667 CD4136462469565703D9DAA 1.0 10.0 10.0 0.0 0.0 2000.00 1621.63 -41.0 11 NaN 24 62579 2500 2012-03-27 106.12 2244.6400 1117.31 1127.3300 -37.60 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 25 1.0 24999.0 Q1 2012
141 348A358496682608062923B 2013-07-30 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 4.0 1 UT Truck Driver Employed 13.0 False False NaN 2013-08-04 640.0 659.0 1994-01-07 9.0 9.0 28.0 6 486.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 14383.0 0.87 1746.0 24.0 1.00 0.0 0.36 True 4423.333333 7928368863504945696921A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 98494 9000 2013-08-07 260.59 1563.5400 484.47 1079.0700 -44.36 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 8 50000.0 74999.0 Q3 2013
143 34953598707923990EB3862 2014-01-02 NaN 60 Current NaT 0.19630 0.1725 0.1625 0.15163 0.0724 0.07923 4.0 C 4.0 1 OH Fireman Employed 249.0 True False NaN 2013-12-29 680.0 699.0 1990-10-15 9.0 9.0 45.0 6 287.0 3.0 8.0 1.0 1423.0 36.0 0.0 0.0 7818.0 0.24 3772.0 40.0 0.82 2.0 0.22 True 6653.916667 E3EE370161458670666EE32 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124200 20000 2014-01-06 499.74 490.2879 206.73 283.5579 -16.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
144 349D35613352822385FE4AE 2012-10-15 NaN 36 Current NaT 0.28780 0.2492 0.2392 0.21900 0.1125 0.10650 3.0 D 7.0 18 IL Sales - Commission Employed 39.0 True False NaN 2012-10-15 680.0 699.0 1997-09-16 2.0 2.0 12.0 2 3.0 2.0 2.0 0.0 0.0 6.0 2.0 0.0 3.0 0.00 437.0 10.0 0.72 0.0 0.04 True 3750.000000 5FAC36639016580669B4C56 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 17 76506 3500 2012-10-24 139.01 2179.1600 1143.21 1035.9500 -40.37 -70.89 0.0 0.0 0.0 1.0000 0 0 0.0 37 25000.0 49999.0 Q4 2012
145 34A435890358538545FC9C4 2013-08-31 NaN 36 Current NaT 0.20053 0.1639 0.1539 0.14520 0.0574 0.08780 5.0 B 6.0 1 WA Tradesman - Mechanic Employed 395.0 True False NaN 2013-09-03 720.0 739.0 2001-12-28 9.0 9.0 17.0 7 270.0 1.0 2.0 0.0 0.0 1.0 1.0 0.0 7981.0 0.44 9528.0 13.0 0.73 0.0 0.15 True 9416.666667 C121369243321848913F43A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101725 22000 2013-09-12 777.70 4666.2000 3128.44 1537.7600 -93.82 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 113 100000.0 100000.0 Q3 2013
148 34B535980974400531231A8 2013-12-23 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 8.0 1 IL Accountant/CPA Employed 124.0 True False NaN 2013-12-23 700.0 719.0 1983-01-15 14.0 12.0 40.0 9 1100.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 29026.0 0.62 13623.0 31.0 0.96 1.0 0.25 True 10000.000000 D3B2370184968688325C67E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124160 10000 2013-12-31 313.78 627.5600 498.45 129.1100 -15.96 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 121 100000.0 100000.0 Q4 2013
149 11333603204329069669540 2014-02-25 NaN 36 Current NaT 0.28943 0.2504 0.2404 0.21912 0.1275 0.09162 2.0 E 2.0 1 NY Professional Employed 4.0 True False NaN 2014-02-25 680.0 699.0 1989-04-01 10.0 10.0 44.0 5 510.0 5.0 10.0 0.0 0.0 23.0 0.0 0.0 14689.0 0.82 3111.0 37.0 0.83 4.0 0.29 True 7166.666667 1C9C37081835026218057E9 1.0 1.0 1.0 0.0 0.0 4000.00 0.00 -1.0 0 NaN 1 133278 3333 2014-02-27 132.59 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 32 75000.0 99999.0 Q1 2014
151 106B35550650717827CA771 2012-08-23 NaN 60 Current NaT 0.28324 0.2573 0.2473 0.24120 0.0925 0.14870 3.0 D 6.0 2 NY Executive Employed 57.0 True False NaN 2012-08-14 720.0 739.0 1998-11-09 12.0 12.0 15.0 11 608.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 27233.0 0.68 12061.0 15.0 1.00 1.0 0.17 True 6500.000000 E67C3660625941073D388DF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 73126 7500 2012-08-28 223.36 4020.4800 1349.12 2671.3600 -103.84 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 17 75000.0 99999.0 Q3 2012
152 106F35923604803414D8E04 2013-10-21 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 3.0 7 MI Skilled Labor Employed 265.0 True False NaN 2013-10-21 700.0 719.0 2000-11-08 12.0 12.0 33.0 6 691.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 27699.0 0.76 5140.0 29.0 1.00 1.0 0.39 True 4583.333333 68EF3696387014365F628A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108245 10000 2013-10-30 375.98 1498.2077 833.50 664.7077 -32.16 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
153 10713594154052807283D9C 2013-11-03 NaN 60 Current NaT 0.26333 0.2379 0.2279 0.20859 0.1125 0.09609 3.0 D 4.0 1 MN Skilled Labor Employed 83.0 True False NaN 2013-11-03 660.0 679.0 2003-09-09 15.0 11.0 37.0 8 443.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 16495.0 0.91 1507.0 34.0 1.00 1.0 0.30 True 6250.000000 DB493699557103321100EDE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118296 15000 2013-11-29 429.69 1289.0700 407.35 881.7200 -37.06 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 23 75000.0 99999.0 Q4 2013
154 107B3591400829838E5C400 2013-10-06 NaN 60 Current NaT 0.21115 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 3.0 1 MN Teacher Employed 265.0 True False NaN 2013-10-06 700.0 719.0 1985-09-01 17.0 15.0 52.0 12 740.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 33454.0 0.71 13261.0 49.0 1.00 1.0 0.33 True 6500.000000 D7B23697295926480B3E856 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107932 15000 2013-10-23 386.64 1546.5600 616.41 930.1500 -49.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 81 75000.0 99999.0 Q4 2013
158 108E36027739898797E47EC 2014-02-12 NaN 36 Current NaT 0.09469 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 11.0 6 OR Tradesman - Mechanic Employed 22.0 False False NaN 2014-02-12 700.0 719.0 1999-05-28 9.0 8.0 24.0 8 187.0 0.0 6.0 1.0 15599.0 5.0 0.0 0.0 2564.0 0.14 14737.0 22.0 0.95 0.0 0.05 True 6666.666667 647F370507135609705F686 1.0 15.0 15.0 0.0 0.0 4500.00 0.01 NaN 0 NaN 1 131445 5500 2014-02-14 172.58 221.3610 206.73 14.6310 -1.96 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
160 104436007314890417D7D4A 2014-01-30 NaN 60 Current NaT 0.16662 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 6.0 1 KS Military Officer Employed 269.0 True False NaN 2014-01-30 680.0 699.0 1993-02-23 12.0 11.0 30.0 7 1117.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 37796.0 0.97 1011.0 29.0 0.96 0.0 0.21 True 8458.333333 98FE3705695402486E26809 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130226 12475 2014-02-04 292.54 292.5400 155.21 137.3300 -9.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 4 100000.0 100000.0 Q1 2014
161 10453596739685417502B89 2013-12-20 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 4.0 1 CA NaN Other 0.0 True False NaN 2013-12-20 680.0 699.0 1987-11-17 6.0 6.0 24.0 5 184.0 0.0 2.0 0.0 0.0 33.0 1.0 0.0 4216.0 0.76 1284.0 22.0 0.81 0.0 0.15 True 2429.166667 DEF737015194246431E5838 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122826 4000 2013-12-26 135.84 271.6800 180.65 91.0300 -6.72 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 25000.0 49999.0 Q4 2013
163 10473563253333928ACA1DC 2012-11-16 NaN 36 Current NaT 0.09484 0.0814 0.0714 0.07010 0.0149 0.05520 7.0 AA 8.0 1 SC Other Other 198.0 True False NaN 2012-11-16 800.0 819.0 1978-11-29 12.0 12.0 36.0 14 445.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 12354.0 0.34 22728.0 34.0 1.00 1.0 0.29 True 4166.666667 C82A3668828609742612EA4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 78545 12500 2012-11-28 392.51 5887.6500 4840.89 1046.7600 -128.60 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 134 50000.0 74999.0 Q4 2012
166 34B6359368663383034A263 2013-11-04 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 2.0 7 FL Executive Employed 109.0 True False NaN 2013-11-04 640.0 659.0 1996-02-09 8.0 8.0 65.0 4 371.0 1.0 1.0 2.0 3544.0 28.0 0.0 0.0 40853.0 0.74 13638.0 34.0 0.85 2.0 0.44 True 4800.000000 C5973697782271572F13E7A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109822 3500 2013-11-06 151.16 450.4748 181.83 268.6448 -8.67 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
167 34BA3601932393765853DC4 2014-02-05 NaN 60 Current NaT 0.20347 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 4.0 1 MS Medical Technician Employed 200.0 True False NaN 2014-02-05 720.0 739.0 1996-03-04 20.0 17.0 40.0 14 1085.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 38586.0 0.60 20538.0 33.0 1.00 2.0 0.39 True 6666.666667 48313705582933366562033 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131305 15000 2014-02-07 380.49 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
168 34BB35893883024496662F5 2013-09-11 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 7.0 1 MD Executive Employed 19.0 False False NaN 2013-09-11 660.0 679.0 1989-06-01 6.0 6.0 44.0 6 206.0 3.0 3.0 0.0 0.0 8.0 1.0 0.0 4872.0 0.16 12169.0 42.0 0.85 3.0 0.07 True 10000.000000 8E37369374562184444FAEE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101432 4500 2013-09-13 161.78 808.9000 491.35 317.5500 -18.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 30 100000.0 100000.0 Q3 2013
169 34CA3604869254447C5ED43 2014-03-04 NaN 36 Current NaT 0.13734 0.1089 0.0989 0.09531 0.0324 0.06291 6.0 A 6.0 1 IN Professor Employed 79.0 True False NaN 2014-03-02 700.0 719.0 2003-08-28 4.0 4.0 11.0 3 226.0 0.0 3.0 1.0 0.0 5.0 0.0 0.0 9310.0 0.76 2770.0 10.0 1.00 0.0 0.07 True 7220.583333 90EA3708511136063CBB861 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135577 9310 2014-03-06 304.31 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
174 34E13569083162821956F5F 2013-01-22 NaN 36 Current NaT 0.09988 0.0864 0.0764 0.07460 0.0199 0.05470 7.0 AA 10.0 1 MS Teacher Employed 281.0 False False NaN 2013-01-22 720.0 739.0 1986-10-01 14.0 14.0 43.0 13 1067.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 32931.0 0.45 37198.0 42.0 1.00 0.0 NaN False 7083.333333 4FA73673544437783C6A90B 3.0 46.0 46.0 0.0 0.0 18200.00 13536.15 8.0 0 NaN 14 82799 3600 2013-01-24 113.88 1480.4400 1194.13 286.3100 -33.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 73 75000.0 99999.0 Q1 2013
175 10533599454531437D39C05 2014-01-02 NaN 60 Current NaT 0.21832 0.1940 0.1840 0.17019 0.0874 0.08279 4.0 C 4.0 1 CA Postal Service Employed 381.0 True False NaN 2014-01-02 660.0 679.0 2001-06-27 19.0 15.0 50.0 11 526.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 36795.0 0.58 11302.0 46.0 1.00 2.0 0.23 True 5416.666667 BA653703455220159E815A9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124575 12000 2014-01-07 313.93 307.5519 116.21 191.3419 -10.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
176 106335993636414276CB477 2014-01-08 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 3.0 3 WA Sales - Commission Employed 108.0 False False NaN 2014-01-08 640.0 659.0 1998-10-09 3.0 3.0 24.0 3 162.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 7177.0 0.63 4123.0 22.0 0.73 1.0 0.06 True 6250.000000 BBE63704110073042883EB9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126992 4000 2014-01-16 166.54 166.5400 69.72 96.8200 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 5 75000.0 99999.0 Q1 2014
177 0EF23547245689059886EA6 2012-05-09 NaN 36 Current NaT 0.18316 0.1469 0.1369 0.13460 0.0420 0.09260 5.0 B 6.0 7 GA Social Worker Employed 14.0 True False NaN 2012-05-09 700.0 719.0 1986-03-01 22.0 14.0 45.0 15 466.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 31382.0 0.95 326.0 38.0 0.94 0.0 0.33 True 6250.000000 130936508666435434981F5 1.0 14.0 14.0 0.0 0.0 4000.00 2800.86 -11.0 0 NaN 22 65384 2900 2012-05-14 100.09 2101.8900 1533.87 568.0200 -38.66 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 48 75000.0 99999.0 Q2 2012
180 0F4C35965009736891E5D16 2013-12-13 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 3.0 1 FL Other Employed 120.0 False False NaN 2013-12-07 680.0 699.0 2004-08-27 7.0 6.0 17.0 5 293.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 8250.0 0.58 5055.0 15.0 1.00 0.0 0.35 True 2841.916667 CD3B3701673821584F93ACF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123312 7500 2013-12-30 277.58 551.1121 314.66 236.4521 -12.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
181 0F4E35955261089459E8093 2013-11-16 NaN 36 Current NaT 0.33215 0.2925 0.2825 0.25691 0.1475 0.10941 2.0 E 3.0 2 NC Sales - Retail Employed 110.0 True False NaN 2013-11-16 640.0 659.0 1987-12-01 3.0 2.0 15.0 3 121.0 2.0 2.0 2.0 2617.0 5.0 0.0 0.0 175.0 0.25 525.0 10.0 0.80 1.0 0.09 True 3333.333333 0AAA3697703567547111CDB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111500 4000 2013-11-20 168.17 504.5100 214.94 289.5700 -9.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 33 25000.0 49999.0 Q4 2013
182 0F553545765264265019C50 2012-04-20 NaN 36 Current NaT 0.25259 0.2148 0.2048 0.20000 0.0890 0.11100 4.0 C 7.0 2 WI Computer Programmer Employed 71.0 True False NaN 2012-04-20 680.0 699.0 2003-08-05 11.0 11.0 17.0 8 350.0 6.0 7.0 0.0 0.0 0.0 0.0 0.0 14879.0 0.30 33521.0 15.0 1.00 4.0 0.18 True 5333.333333 2CFF36505332726283C35E5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 22 64992 13500 2012-05-02 511.95 11262.9000 7203.09 4059.8100 -189.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 24 50000.0 74999.0 Q2 2012
183 0F5F35637146184426F6F85 2012-11-16 NaN 36 Current NaT 0.13697 0.1089 0.0989 0.09560 0.0299 0.06570 6.0 A 8.0 7 LA Attorney Employed 4.0 True False NaN 2012-11-16 680.0 699.0 1994-09-26 17.0 15.0 50.0 11 314.0 0.0 2.0 0.0 0.0 15.0 0.0 0.0 4438.0 0.10 35962.0 38.0 0.84 0.0 NaN False 6000.000000 A97A3667293099426E5E2B0 1.0 6.0 6.0 0.0 0.0 4000.00 0.00 12.0 0 NaN 16 77823 2000 2012-11-20 65.37 980.5500 750.23 230.3200 -21.15 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 28 50000.0 74999.0 Q4 2012
187 2D5A3586746849639718666 2013-08-16 NaN 36 Current NaT 0.20462 0.1679 0.1579 0.14870 0.0599 0.08880 5.0 B 4.0 14 OH Other Other 276.0 True False NaN 2013-08-16 700.0 719.0 2000-06-15 10.0 10.0 17.0 7 312.0 4.0 9.0 0.0 0.0 0.0 1.0 0.0 8985.0 0.74 2763.0 14.0 0.92 1.0 0.27 True 4583.333333 F4DE3691339375815C0C321 1.0 13.0 12.0 1.0 0.0 4000.00 2853.84 -33.0 0 NaN 7 99569 3500 2013-08-22 124.42 746.5200 466.52 280.0000 -16.67 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 11 50000.0 74999.0 Q3 2013
189 2D5D35974326318359553BC 2013-12-29 NaN 60 Current NaT 0.18197 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 8.0 2 NJ Sales - Commission Employed 41.0 True False NaN 2013-12-29 680.0 699.0 2002-12-22 3.0 2.0 6.0 1 0.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 0.0 0.00 3000.0 6.0 1.00 0.0 0.06 True 9500.000000 9E833701818404225723132 2.0 30.0 30.0 0.0 0.0 20200.00 0.00 NaN 0 NaN 2 123999 24800 2014-01-03 601.11 1202.2200 570.08 632.1400 -39.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 303 100000.0 100000.0 Q1 2014
190 2D663593594676625A57EB1 2013-10-23 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 1 TX Professional Employed 145.0 False False NaN 2013-10-23 700.0 719.0 1992-01-02 8.0 8.0 17.0 6 461.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 16057.0 0.93 1043.0 17.0 1.00 0.0 0.30 True 7666.666667 40FC3697101142795A358F5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107172 15000 2013-10-25 377.64 1503.3271 634.95 868.3771 -49.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
192 2D773581713064168BCF5CC 2013-06-08 NaN 60 Current NaT 0.29998 0.2736 0.2636 0.24100 0.1175 0.12350 3.0 D 4.0 1 VA Military Enlisted Employed 158.0 False False NaN 2013-06-08 640.0 659.0 1997-05-21 6.0 6.0 19.0 5 312.0 1.0 3.0 0.0 0.0 5.0 0.0 0.0 7164.0 0.97 126.0 17.0 0.76 0.0 0.22 True 5833.333333 771E368622994944525F3FE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93144 15000 2013-06-20 461.26 3690.0800 1014.97 2675.1100 -97.76 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 151 50000.0 74999.0 Q2 2013
195 10AE357827721554660AC5B 2013-05-05 NaN 60 Current NaT 0.20081 0.1769 0.1669 0.15750 0.0574 0.10010 5.0 B 5.0 1 TX Nurse (RN) Employed 54.0 True False NaN 2013-05-05 720.0 739.0 2002-09-03 16.0 15.0 34.0 11 425.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 14718.0 0.32 29883.0 33.0 1.00 1.0 0.29 True 6666.666667 79CD3682794927288871939 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90742 15000 2013-05-17 378.38 3368.1501 1450.25 1917.9001 -108.82 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q2 2013
196 10B03560492883055C87101 2012-10-18 NaN 60 Current NaT 0.15752 0.1346 0.1246 0.12050 0.0299 0.09060 6.0 A 9.0 19 NY Other Employed 89.0 True False NaN 2012-10-18 840.0 859.0 1992-01-07 6.0 5.0 17.0 4 420.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 5544.0 0.11 40956.0 17.0 0.94 0.0 0.04 True 33333.333333 43C23665290560530B80B44 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 17 76698 25000 2012-10-29 574.73 9195.6800 5124.19 4071.4900 -302.48 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 34 100000.0 100000.0 Q4 2012
199 10C136034844149252AAAB3 2014-02-16 NaN 36 Current NaT 0.11599 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 10.0 1 NC Civil Service Employed 60.0 True False NaN 2014-02-16 740.0 759.0 1995-09-07 17.0 14.0 52.0 12 444.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 21140.0 0.42 28760.0 49.0 0.97 1.0 0.33 True 9583.333333 89603707438617586EF2ECD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132398 13000 2014-02-19 412.13 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
202 2E9F35823157750886392FC 2013-06-18 NaN 36 Current NaT 0.22712 0.1899 0.1799 0.16790 0.0724 0.09550 4.0 C 5.0 1 MA Medical Technician Employed 19.0 False False NaN 2013-06-19 700.0 719.0 1994-02-01 10.0 9.0 13.0 8 536.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 13951.0 0.52 12560.0 12.0 1.00 0.0 0.35 True 3750.000000 B2213685634832298DBCD52 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93954 10000 2013-06-28 366.51 2926.8773 1753.35 1173.5273 -62.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
203 2EAB3589784885230AC3659 2013-09-12 NaN 36 Current NaT 0.12274 0.0949 0.0849 0.08266 0.0224 0.06026 6.0 A 8.0 1 MO Other Employed 169.0 False False NaN 2013-09-12 700.0 719.0 1996-02-27 12.0 11.0 25.0 10 760.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 24144.0 0.65 12980.0 22.0 1.00 1.0 0.27 True 5833.333333 6FEA369226416748443F923 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101875 20000 2013-09-16 640.57 3197.6500 2446.21 751.4400 -79.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
204 2EB03539091133487A846CF 2012-02-08 NaN 60 Current NaT 0.27246 0.2468 0.2368 0.23120 0.0890 0.14220 4.0 C 7.0 7 OK Teacher Employed 1.0 True False NaN 2012-02-08 780.0 799.0 1996-09-01 9.0 8.0 29.0 7 145.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 19024.0 0.43 23670.0 28.0 0.92 1.0 NaN False 5000.000000 B0AA364304294045160F582 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 25 60321 10000 2012-02-13 291.64 6999.3600 2631.27 4368.0900 -176.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 75 50000.0 74999.0 Q1 2012
205 2EB43599416431334B2A6D6 2014-01-22 NaN 36 Current NaT 0.07922 0.0659 0.0559 0.05501 0.0124 0.04261 7.0 AA 10.0 1 KS Other Employed 311.0 True False NaN 2014-01-22 740.0 759.0 1995-01-17 12.0 11.0 46.0 7 648.0 2.0 10.0 0.0 0.0 0.0 0.0 0.0 24947.0 0.45 29953.0 45.0 1.00 0.0 0.12 True 13750.000000 29E1370364599307293BEFB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129034 10000 2014-01-27 306.90 306.9000 250.93 55.9700 -8.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 178 100000.0 100000.0 Q1 2014
207 2EC03601793111440602D71 2014-02-14 NaN 60 Current NaT 0.18580 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 7.0 1 FL Retail Management Employed 13.0 False False NaN 2014-02-14 680.0 699.0 2005-09-02 12.0 12.0 22.0 4 189.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 5267.0 0.97 70.0 12.0 1.00 0.0 0.16 True 3000.000000 CD3937062203999561833A4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132842 7000 2014-02-20 170.97 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
208 2ECD354707259234475F078 2012-05-24 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.19500 0.0565 0.13850 5.0 B 8.0 1 AZ Other Employed 187.0 True False NaN 2012-05-24 700.0 719.0 1994-08-11 14.0 12.0 34.0 8 517.0 0.0 2.0 0.0 0.0 3.0 0.0 0.0 15336.0 0.88 2029.0 31.0 0.90 0.0 0.12 True 17500.000000 0B12365278905286935242C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 67378 15000 2012-06-05 404.54 8090.8000 3393.78 4697.0200 -225.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 15 100000.0 100000.0 Q2 2012
209 2EFC35818388909896DF5AB 2013-07-01 NaN 36 Current NaT 0.31790 0.2786 0.2686 0.24470 0.1325 0.11220 2.0 E 2.0 15 WV Accountant/CPA Employed 20.0 True False NaN 2013-07-01 700.0 719.0 1989-09-01 16.0 15.0 30.0 13 1212.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 52154.0 0.94 2758.0 25.0 1.00 0.0 NaN False 7916.666667 ABB436861060287535F9D5E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 94377 4000 2013-07-03 165.15 1756.0500 1137.02 619.0300 -22.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 59 75000.0 99999.0 Q3 2013
211 10EC3592924283379741ED5 2013-11-03 NaN 60 Current NaT 0.19681 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 7.0 1 OH Other Employed 29.0 False False NaN 2013-11-03 700.0 719.0 2001-03-17 9.0 9.0 16.0 6 503.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 12462.0 0.69 5450.0 14.0 1.00 0.0 0.36 True 4166.666667 CBDB369708188167484FF7F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109831 15000 2013-11-06 375.21 1118.5204 478.61 639.9104 -37.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
212 10F6354243629494192E867 2012-03-29 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1650 0.12460 1.0 HR 4.0 7 OK Professional Employed 56.0 True False NaN 2012-03-29 660.0 679.0 1986-01-01 9.0 9.0 37.0 7 249.0 0.0 3.0 0.0 0.0 5.0 1.0 0.0 6472.0 1.04 17.0 34.0 0.76 1.0 0.26 True 3708.333333 A96B36485109833541A4537 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 23 63495 4000 2012-04-12 173.71 3806.6200 1826.67 1979.9500 -54.47 -84.31 0.0 0.0 0.0 1.0000 0 0 0.0 53 25000.0 49999.0 Q2 2012
214 10333580913944779107931 2013-06-16 NaN 60 Current NaT 0.24282 0.2179 0.2079 0.19320 0.0799 0.11330 4.0 C 5.0 1 VA Professional Employed 116.0 False False NaN 2013-06-16 700.0 719.0 1998-07-16 11.0 11.0 31.0 11 454.0 0.0 3.0 0.0 0.0 14.0 1.0 0.0 6915.0 0.78 576.0 28.0 0.82 1.0 0.13 True 5416.666667 625F3685958654737C10CD0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93455 10000 2013-06-20 275.00 2194.0301 786.77 1407.2601 -64.86 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
216 1043357795230175365A344 2013-05-07 NaN 36 Current NaT 0.31790 0.2786 0.2686 0.24470 0.1325 0.11220 2.0 E 2.0 1 TX Investor Self-employed 113.0 True False NaN 2013-05-07 700.0 719.0 2001-08-20 7.0 7.0 13.0 6 258.0 0.0 0.0 0.0 0.0 6.0 1.0 0.0 6192.0 0.56 4639.0 13.0 0.76 1.0 NaN False 4500.000000 FBC836826083879665DCC16 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 89829 4000 2013-05-10 165.15 1486.3500 707.50 778.8500 -27.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 50 50000.0 74999.0 Q2 2013
221 2F0835795456070189F7855 2013-05-20 NaN 60 Current NaT 0.15629 0.1334 0.1234 0.11810 0.0399 0.07820 6.0 A 8.0 2 NC Other Employed 106.0 False False NaN 2013-05-20 720.0 739.0 1974-04-01 9.0 8.0 20.0 5 211.0 1.0 3.0 0.0 0.0 0.0 1.0 0.0 4590.0 0.47 2966.0 19.0 1.00 1.0 0.35 True 5391.583333 395336829032361097BC8B4 3.0 27.0 27.0 0.0 0.0 42500.00 14829.02 -49.0 0 NaN 10 91429 15000 2013-05-24 343.91 3095.1900 1655.05 1440.1400 -107.97 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
224 2F293599751524472C82DEA 2014-01-10 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 11.0 1 WI Sales - Commission Employed 114.0 True False NaN 2014-01-10 720.0 739.0 1995-10-02 16.0 16.0 41.0 12 1435.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 55769.0 0.34 103931.0 41.0 0.92 0.0 0.11 True 33333.333333 5B37370457127496019ABA1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126722 30000 2014-01-15 982.02 972.9871 702.00 270.9871 -25.48 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
225 2F40356178855963294ACD8 2012-10-25 NaN 36 Current NaT 0.23121 0.1939 0.1839 0.17140 0.0749 0.09650 4.0 C 6.0 18 CA Nurse (RN) Employed 75.0 True False NaN 2012-10-25 640.0 659.0 1999-05-20 19.0 17.0 41.0 14 397.0 4.0 7.0 2.0 14639.0 22.0 0.0 0.0 27809.0 0.69 10657.0 35.0 0.94 0.0 0.22 True 8333.333333 6A2E3666420694747073640 1.0 9.0 9.0 0.0 0.0 5000.00 4075.63 -34.0 0 NaN 17 77336 5000 2012-10-31 184.27 2948.3200 1875.95 1072.3700 -55.31 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 108 100000.0 100000.0 Q4 2012
227 2EA73596881900991971D30 2013-12-03 NaN 36 Current NaT 0.20217 0.1655 0.1555 0.14559 0.0674 0.07819 4.0 C 6.0 7 CA Professional Employed 1.0 False False NaN 2013-11-15 660.0 679.0 1995-08-18 5.0 5.0 62.0 4 198.0 2.0 6.0 0.0 0.0 17.0 1.0 0.0 5384.0 0.65 2866.0 27.0 0.66 0.0 0.14 True 11666.666667 EDA93699002067835A40C46 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120223 15000 2013-12-05 531.44 1594.3200 994.90 599.4200 -36.22 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
228 2EAA359566276036539F78C 2013-11-16 NaN 60 Current NaT 0.21576 0.1915 0.1815 0.16862 0.0799 0.08872 4.0 C 5.0 1 TX Truck Driver Employed 178.0 False False NaN 2013-11-16 660.0 679.0 1992-05-14 8.0 8.0 10.0 6 265.0 0.0 1.0 1.0 0.0 0.0 1.0 0.0 7629.0 0.78 1931.0 9.0 0.90 2.0 0.31 True 3416.666667 66523700061834104E26A3D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118020 9000 2013-11-27 234.21 697.9081 272.68 425.2281 -22.46 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
229 106D3601273512579498E2A 2014-01-31 NaN 36 Current NaT 0.22773 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 4.0 1 VA NaN Other 55.0 False False NaN 2014-01-31 700.0 719.0 1998-06-15 6.0 6.0 8.0 5 192.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 6104.0 0.82 751.0 7.0 1.00 0.0 0.39 True 1250.000000 76E337057299753989B645B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131357 4000 2014-02-12 146.73 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q1 2014
231 11A236001770344120C6856 2014-01-21 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 8.0 1 CO Skilled Labor Employed 308.0 True False NaN 2014-01-21 720.0 739.0 1988-06-20 10.0 10.0 31.0 6 313.0 1.0 2.0 0.0 0.0 8.0 0.0 0.0 7951.0 0.34 11373.0 31.0 0.77 0.0 0.14 True 10000.000000 9CEC37038822734395FD320 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 130276 12000 2014-01-31 376.53 373.8703 302.06 71.8103 -9.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
232 11A33599005391942488F1E 2014-01-09 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 AL Other Employed 93.0 True False NaN 2014-01-09 640.0 659.0 1995-12-14 3.0 3.0 16.0 1 94.0 1.0 2.0 0.0 0.0 6.0 1.0 0.0 3433.0 0.98 67.0 16.0 0.75 1.0 0.10 True 2500.000000 654737040099882558D3FF9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127779 4000 2014-01-23 166.54 163.4167 69.72 93.6967 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
233 11AF356472253881746F81A 2012-12-08 NaN 36 Current NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 6.0 2 FL Other Other 534.0 False False NaN 2012-12-08 600.0 619.0 2000-03-23 8.0 8.0 13.0 7 534.0 2.0 3.0 1.0 188.0 0.0 1.0 0.0 26027.0 0.54 21287.0 9.0 1.00 2.0 0.37 True 2166.666667 8EFC366933135820401FB97 1.0 9.0 9.0 0.0 0.0 3000.00 2490.52 -97.0 0 NaN 15 79387 3500 2012-12-18 136.32 1893.4800 1042.07 851.4100 -36.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 57 25000.0 49999.0 Q4 2012
234 11BE35842473562903D159C 2013-07-20 NaN 60 Current NaT 0.16499 0.1419 0.1319 0.12600 0.0424 0.08360 5.0 B 9.0 1 CA Nurse (RN) Employed 85.0 True False NaN 2013-07-20 800.0 819.0 1984-11-01 6.0 6.0 18.0 3 626.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 29330.0 0.69 13170.0 17.0 1.00 0.0 0.18 True 10000.000000 02DD3687696626935031942 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 96402 30000 2013-07-25 701.01 4907.0700 2487.22 2419.8500 -170.53 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 123 100000.0 100000.0 Q3 2013
235 11C8359156145385216A0A4 2013-10-12 NaN 60 Current NaT 0.20398 0.1800 0.1700 0.15867 0.0724 0.08627 4.0 C 7.0 1 RI Truck Driver Employed 101.0 True False NaN 2013-10-12 720.0 739.0 1996-08-21 13.0 13.0 33.0 10 684.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 26416.0 0.45 31560.0 33.0 1.00 1.0 0.35 True 6250.000000 2A63369529611822168D2C6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106173 15000 2013-10-18 380.90 1516.2027 627.93 888.2727 -49.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
236 11D335932344051959C94C6 2013-11-02 NaN 36 Current NaT 0.06726 0.0605 0.0505 0.05001 0.0074 0.04261 7.0 AA 11.0 1 OR Tradesman - Mechanic Employed 105.0 True False NaN 2013-11-02 820.0 839.0 1998-12-08 11.0 11.0 33.0 10 190.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4242.0 0.06 62608.0 32.0 1.00 0.0 0.14 True 4083.333333 C408369658623998587B8A9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110440 9000 2013-11-08 274.00 822.0000 688.29 133.7100 -22.10 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 198 25000.0 49999.0 Q4 2013
237 11DB359615393503181349A 2013-12-09 NaN 36 Current NaT 0.19859 0.1620 0.1520 0.14256 0.0649 0.07766 4.0 C 3.0 1 AR NaN Other 35.0 False False NaN 2013-12-09 700.0 719.0 1983-05-05 10.0 9.0 27.0 9 485.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 16119.0 0.92 1006.0 25.0 1.00 0.0 0.35 True 2166.666667 89C837016741538284F0094 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122290 4000 2013-12-17 141.02 280.2647 173.15 107.1147 -6.72 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
238 2EAF3583227932540324550 2013-06-26 NaN 60 Current NaT 0.23462 0.2099 0.1999 0.18640 0.0749 0.11150 4.0 C 5.0 2 CA Other Employed 181.0 True False NaN 2013-06-13 700.0 719.0 1999-08-08 9.0 9.0 15.0 8 393.0 1.0 1.0 0.0 0.0 3.0 0.0 0.0 12230.0 0.75 3353.0 15.0 0.86 0.0 0.18 True 4416.666667 B3B43686406111469B3ADAB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 94624 15000 2013-06-28 405.72 3237.1340 1205.31 2031.8240 -97.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
243 2EC43601682755421E3D409 2014-01-31 NaN 36 Current NaT 0.18633 0.1500 0.1400 0.13203 0.0574 0.07463 5.0 B 4.0 1 NJ Construction Employed 53.0 False False NaN 2014-01-31 680.0 699.0 1999-03-03 11.0 10.0 30.0 9 698.0 2.0 4.0 1.0 162.0 0.0 0.0 0.0 22502.0 0.52 20388.0 28.0 0.96 1.0 0.34 True 5833.333333 46B73704659185884CB21A3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 129990 20000 2014-02-05 693.31 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 243 50000.0 74999.0 Q1 2014
244 2FFE3582297496473582C07 2013-06-21 NaN 36 Current NaT 0.33286 0.2932 0.2832 0.25750 0.1425 0.11500 2.0 E 2.0 14 FL Truck Driver Employed 19.0 False False NaN 2013-06-21 600.0 619.0 2001-08-27 19.0 19.0 25.0 15 547.0 6.0 19.0 0.0 0.0 0.0 2.0 0.0 9197.0 0.61 4084.0 24.0 0.95 4.0 0.35 True 5250.000000 35963684884488763350FE7 1.0 12.0 12.0 0.0 0.0 11000.00 9736.27 -48.0 0 NaN 9 93968 4000 2013-06-25 168.32 1343.3468 610.31 733.0368 -25.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
246 11DD3574038642978A7FBC5 2013-03-18 NaN 60 Current NaT 0.25102 0.2259 0.2159 0.20010 0.0849 0.11520 4.0 C 4.0 1 CA Pharmacist Employed 269.0 True False NaN 2013-03-18 720.0 739.0 1986-09-20 16.0 11.0 37.0 9 1295.0 0.0 0.0 1.0 0.0 13.0 0.0 0.0 112680.0 0.86 16952.0 36.0 0.77 0.0 0.31 True 9166.666667 C7083677911541675C1FAE6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 86922 15000 2013-03-27 419.33 4612.6300 1633.65 2978.9800 -131.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 125 100000.0 100000.0 Q1 2013
254 10193577892073873339872 2013-04-24 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 2.0 1 MA Other Employed 11.0 False False NaN 2013-04-24 660.0 679.0 2007-07-20 8.0 8.0 12.0 8 243.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 5416.0 0.92 393.0 12.0 1.00 0.0 0.31 True 2916.666667 CBA536802914761739CE09D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 89335 4000 2013-04-29 163.56 1710.0000 905.51 804.4900 -28.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
256 30213585293212475746CC7 2013-08-06 NaN 36 Current NaT 0.21434 0.1774 0.1674 0.15710 0.0649 0.09220 4.0 C 4.0 7 NY Computer Programmer Employed 73.0 False False NaN 2013-07-10 720.0 739.0 2009-01-12 14.0 12.0 21.0 12 428.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 8412.0 0.30 9953.0 21.0 1.00 1.0 0.11 True 7083.333333 1151369093883060024259D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 98651 3000 2013-08-12 108.07 646.9619 394.63 252.3319 -14.31 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q3 2013
257 30223602071250433F786E9 2014-02-12 NaN 36 Current NaT 0.14243 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 10.0 1 NY Clerical Employed 15.0 False False NaN 2014-02-12 680.0 699.0 1993-11-01 17.0 17.0 31.0 16 1531.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 45428.0 0.75 12432.0 30.0 1.00 0.0 0.21 True 11416.666667 5D643705641230116AD388E 1.0 26.0 26.0 0.0 0.0 8500.00 2722.22 NaN 0 NaN 1 132285 11000 2014-02-20 362.16 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
263 2ED43565508892492DD0A1E 2012-12-10 NaN 36 Current NaT 0.13138 0.1034 0.0934 0.09050 0.0274 0.06310 6.0 A 7.0 6 NY Professional Employed 18.0 False False NaN 2012-12-10 740.0 759.0 2000-11-09 11.0 10.0 28.0 8 183.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 914.0 0.04 10755.0 21.0 0.85 1.0 0.26 True 4000.000000 E6E33669095477661F3DEBA 1.0 3.0 3.0 0.0 0.0 10000.00 0.00 45.0 0 NaN 15 79197 7000 2012-12-20 226.99 3177.8600 2467.31 710.5500 -68.71 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 91 25000.0 49999.0 Q4 2012
268 105B3560601023947B9F8AC 2012-10-08 NaN 36 Current NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 6.0 7 MS Other Employed 36.0 False False NaN 2012-10-08 700.0 719.0 2007-08-24 3.0 2.0 23.0 2 25.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 493.0 0.49 507.0 4.0 1.00 1.0 0.11 True 916.666667 45E63664134296610E196E8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 17 76102 2000 2012-10-12 77.90 1246.4000 719.48 526.9200 -22.46 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 31 1.0 24999.0 Q4 2012
270 10613551817803285FC67B9 2012-07-16 NaN 60 Current NaT 0.28324 0.2573 0.2473 0.24120 0.0925 0.14870 3.0 D 6.0 1 NY Other Employed 49.0 False False NaN 2012-08-17 720.0 739.0 2001-12-26 15.0 14.0 23.0 8 452.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 12751.0 0.36 20328.0 21.0 1.00 0.0 0.28 True 4583.333333 984836591050066235AF709 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72793 15000 2012-08-22 446.71 9160.8100 4509.95 4650.8600 -134.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 18 50000.0 74999.0 Q3 2012
272 106D35088985315162A8CEC 2011-02-28 NaN 36 Current NaT 0.35643 0.3199 0.3099 0.29570 0.1470 0.14870 2.0 E 5.0 6 NJ Tradesman - Electrician Employed 61.0 False False NaN 2011-04-27 680.0 699.0 2000-09-25 10.0 9.0 23.0 9 176.0 1.0 2.0 1.0 350.0 7.0 0.0 0.0 2835.0 0.30 1842.0 16.0 0.78 1.0 0.51 True 1000.000000 D0933619819224654C38783 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49316 7500 2011-05-12 326.62 10778.4600 6544.76 4233.7000 -132.32 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 58 1.0 24999.0 Q2 2011
274 2EDB3601096117346696CD1 2014-01-25 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 4.0 7 CA Computer Programmer Employed 17.0 False False NaN 2014-01-25 700.0 719.0 2002-10-31 20.0 18.0 36.0 7 179.0 0.0 12.0 0.0 0.0 0.0 0.0 0.0 7011.0 0.55 5233.0 27.0 1.00 2.0 0.26 True 7000.000000 3F413703672094320175448 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129334 9000 2014-01-28 302.12 298.9786 204.74 94.2386 -7.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
276 2EEF356260836677934513B 2012-11-10 NaN 60 Current NaT 0.27462 0.2489 0.2389 0.22060 0.0925 0.12810 3.0 D 6.0 1 TX Other Employed 182.0 True False NaN 2012-11-10 760.0 779.0 1998-02-19 15.0 14.0 37.0 11 381.0 0.0 12.0 0.0 0.0 0.0 1.0 0.0 920.0 0.05 14930.0 29.0 0.90 2.0 0.27 True 7333.333333 D28A3667711128640C9A230 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77856 7500 2012-11-20 219.65 3294.7500 1112.29 2182.4600 -87.68 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 43 75000.0 99999.0 Q4 2012
277 2EFC36028887817232507BC 2014-02-18 NaN 60 Current NaT 0.15868 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 11.0 1 MA Other Full-time 154.0 False False NaN 2014-02-18 680.0 699.0 2001-10-29 10.0 8.0 15.0 6 260.0 2.0 4.0 0.0 0.0 0.0 0.0 0.0 23082.0 0.44 29368.0 15.0 1.00 2.0 0.19 True 6833.333333 432C37074700402280777BE 3.0 74.0 74.0 0.0 0.0 30000.00 10886.53 NaN 0 NaN 1 132740 20000 2014-02-20 460.71 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
278 2F073602314370159514FCD 2014-02-07 NaN 60 Current NaT 0.15449 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 9.0 1 WI Truck Driver Employed 31.0 False False NaN 2014-02-07 700.0 719.0 2002-07-07 9.0 9.0 21.0 9 518.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 17502.0 0.76 4973.0 20.0 1.00 0.0 0.22 True 6250.000000 802437066681423118039DA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131776 20000 2014-02-11 456.50 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 259 75000.0 99999.0 Q1 2014
279 2F1035566338882234E499E 2012-08-30 NaN 60 Current NaT 0.15936 0.1364 0.1264 0.12590 0.0249 0.10100 6.0 A 9.0 15 NC Scientist Employed 25.0 False False NaN 2012-08-30 740.0 759.0 2000-10-10 10.0 6.0 12.0 5 569.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 14940.0 0.46 17460.0 12.0 1.00 1.0 0.20 True 4166.666667 CA7E3661438639324DBB5C1 1.0 13.0 13.0 0.0 0.0 3000.00 2098.97 30.0 0 NaN 18 73808 3000 2012-09-05 69.25 1177.2500 654.45 522.8000 -38.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 7 50000.0 74999.0 Q3 2012
281 306535373864632983A6F72 2012-01-12 NaN 36 Current NaT 0.29394 0.2552 0.2452 0.23920 0.1190 0.12020 3.0 D 5.0 3 MD Skilled Labor Employed 103.0 True False NaN 2012-01-12 720.0 739.0 1991-01-01 6.0 6.0 18.0 3 60.0 1.0 3.0 0.0 0.0 3.0 1.0 0.0 1550.0 0.85 165.0 16.0 0.93 0.0 0.24 True 5000.000000 9D8A36401955233405A1A8C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 26 59420 7000 2012-01-25 280.25 6976.2500 4236.45 2739.8000 -107.37 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 97 50000.0 74999.0 Q1 2012
282 107B3579299661826B2AED7 2013-05-17 NaN 36 Current NaT 0.18725 0.1509 0.1409 0.13370 0.0499 0.08380 5.0 B 4.0 1 MI Other Other 146.0 True False NaN 2013-05-17 760.0 779.0 1977-10-20 11.0 11.0 30.0 9 562.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 18548.0 0.66 7756.0 29.0 1.00 1.0 0.25 True 6000.000000 A1643684977286422DB3E08 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 92619 20000 2013-06-17 694.19 5545.2515 3688.83 1856.4215 -123.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
285 117B3579340421176C5411E 2013-05-10 NaN 36 Current NaT 0.21945 0.1824 0.1724 0.16150 0.0674 0.09410 4.0 C 4.0 1 DE Retail Management Employed 35.0 True False NaN 2013-05-10 680.0 699.0 1985-04-08 11.0 9.0 51.0 6 235.0 1.0 9.0 0.0 0.0 50.0 1.0 0.0 5730.0 0.94 264.0 40.0 0.67 0.0 0.33 True 4208.333333 9A6A36835745247756261A7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90971 5000 2013-05-21 181.36 1632.2400 1002.60 629.6400 -34.52 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 80 50000.0 74999.0 Q2 2013
286 117D35263025464740DF5E5 2011-09-28 NaN 36 Current NaT 0.30532 0.2699 0.2599 0.25340 0.1120 0.14140 3.0 D 7.0 1 CA Accountant/CPA Employed 380.0 False False NaN 2011-09-28 740.0 759.0 2002-03-15 3.0 3.0 3.0 3 105.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 3802.0 0.30 8698.0 3.0 1.00 1.0 0.13 True 2375.000000 DE4A36312291353150D8DE8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 29 54266 5000 2011-10-11 204.10 5714.8000 3513.42 2201.3800 -81.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 13 25000.0 49999.0 Q4 2011
288 11983601631322682D1C886 2014-02-03 NaN 60 Current NaT 0.28848 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 3.0 1 IL Engineer - Electrical Employed 77.0 True False NaN 2014-02-03 660.0 679.0 1991-05-18 15.0 14.0 27.0 9 608.0 3.0 16.0 1.0 928.0 3.0 1.0 0.0 13496.0 0.53 9751.0 21.0 0.91 2.0 0.32 True 9250.000000 3FDB37052686000057FDD5B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130924 10000 2014-02-05 300.83 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
289 11A135199726786497942E3 2011-07-06 NaN 36 Current NaT 0.30532 0.2699 0.2599 0.25340 0.1120 0.14140 3.0 D 6.0 7 IL Other Employed 62.0 False False NaN 2011-07-06 680.0 699.0 2001-06-12 4.0 4.0 13.0 3 203.0 0.0 3.0 1.0 0.0 4.0 0.0 0.0 8706.0 0.34 16494.0 10.0 0.46 1.0 0.23 True 4166.666667 D4613623363731530EC4622 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 32 51108 4000 2011-07-12 163.28 5061.6800 3226.35 1835.3300 -68.01 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 46 50000.0 74999.0 Q3 2011
290 306736023790192924ADC4E 2014-02-05 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 7.0 2 IL Skilled Labor Employed 17.0 True False NaN 2014-02-05 680.0 699.0 1996-11-30 7.0 7.0 28.0 7 195.0 1.0 2.0 0.0 0.0 8.0 1.0 0.0 2172.0 0.25 6478.0 25.0 0.80 0.0 0.15 True 5000.000000 C16D37063277146395D8462 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132293 15000 2014-02-19 506.42 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
291 306936024573363075E56A0 2014-02-15 NaN 60 Current NaT 0.15868 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 6.0 1 NY Sales - Commission Self-employed 25.0 True False NaN 2014-01-21 720.0 739.0 1974-01-08 21.0 20.0 55.0 13 1981.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 125404.0 0.72 42214.0 54.0 1.00 0.0 NaN False 25000.000000 8CBB37069461348023FA08D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131922 15000 2014-02-19 345.53 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
294 308E3592401696250EA40B6 2013-10-15 NaN 60 Current NaT 0.14249 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 10.0 1 TX Retail Management Employed 119.0 True False NaN 2013-10-15 740.0 759.0 1999-02-18 9.0 9.0 14.0 6 975.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 30836.0 0.36 52964.0 12.0 0.91 0.0 0.23 True 8750.000000 178A369543873606033FDA9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106767 20000 2013-10-23 444.79 1772.5901 985.95 786.6401 -66.16 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
295 30923592331569315C0A8B1 2013-10-22 NaN 36 Current NaT 0.23540 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 3.0 1 SC Other Employed 66.0 False False NaN 2013-10-22 700.0 719.0 1995-11-21 9.0 9.0 22.0 7 634.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 31624.0 0.77 8937.0 20.0 1.00 2.0 0.52 True 2935.833333 8FF936978450746228F4346 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108074 8000 2013-10-29 296.49 1181.6203 672.82 508.8003 -25.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
296 309735396699401618D1EB6 2012-02-22 NaN 36 Current NaT 0.17359 0.1449 0.1349 0.13260 0.0565 0.07610 5.0 B 8.0 19 FL Administrative Assistant Employed 19.0 False False NaN 2012-02-21 700.0 719.0 1988-11-01 4.0 4.0 43.0 3 128.0 0.0 3.0 1.0 0.0 22.0 1.0 0.0 3206.0 0.65 105.0 36.0 0.66 1.0 0.11 True 3000.000000 5D9936436774255699A3276 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 25 61092 2000 2012-02-27 68.83 1651.9200 1235.29 416.6300 -28.76 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 38 25000.0 49999.0 Q1 2012
299 00773599091353280B945F9 2014-01-10 NaN 36 Current NaT 0.25279 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 3.0 1 GA Teacher Employed 221.0 True False NaN 2014-01-10 680.0 699.0 1994-01-06 16.0 16.0 37.0 13 1377.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 51617.0 0.76 14394.0 36.0 0.97 1.0 0.57 True 5231.666667 3EE437025953438699A6499 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126326 10000 2014-01-14 379.32 379.3200 196.72 182.6000 -8.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 20 50000.0 74999.0 Q1 2014
300 007E3514116527235C01921 2011-05-11 NaN 36 Current NaT 0.25424 0.2199 0.2099 0.20480 0.1000 0.10480 3.0 D 4.0 7 CT Computer Programmer Employed 163.0 True False NaN 2011-05-11 700.0 719.0 1992-01-01 10.0 8.0 32.0 5 146.0 1.0 2.0 2.0 8040.0 10.0 0.0 0.0 4445.0 0.38 6685.0 31.0 0.77 0.0 0.27 True 7208.333333 21AF3618800595473A608E6 1.0 35.0 32.0 3.0 0.0 5000.00 0.00 44.0 0 NaN 34 49428 4200 2011-05-18 160.38 5292.5400 3728.43 1564.1100 -71.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 26 75000.0 99999.0 Q2 2011
301 00813577272224430FC1CAA 2013-05-02 NaN 36 Current NaT 0.32538 0.2859 0.2759 0.25120 0.1375 0.11370 2.0 E 2.0 7 MD Civil Service Self-employed 49.0 False False NaN 2013-05-02 660.0 679.0 2009-06-19 9.0 8.0 18.0 7 327.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 12202.0 0.73 4125.0 16.0 1.00 0.0 NaN False 6666.666667 6F6A3684081927042C08DCE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 91733 4000 2013-05-30 166.73 1500.5700 705.89 794.6800 -27.79 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 61 75000.0 99999.0 Q2 2013
304 0090355031840387136B537 2012-06-25 NaN 36 Current NaT 0.26681 0.2287 0.2187 0.21340 0.0990 0.11440 3.0 D 7.0 11 TX Professional Employed 181.0 False False NaN 2012-06-18 600.0 619.0 1998-10-19 4.0 4.0 22.0 2 55.0 3.0 7.0 0.0 0.0 0.0 1.0 0.0 677.0 0.84 123.0 18.0 1.00 1.0 0.06 True 5000.000000 569836546122867165EDEB5 1.0 9.0 9.0 0.0 0.0 3500.00 2360.57 -80.0 0 NaN 21 69014 2000 2012-06-29 77.28 2109.1200 1627.52 481.6000 -21.08 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 8 50000.0 74999.0 Q2 2012
306 00A53558296805955D2AE83 2012-09-20 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 3.0 1 OH Other Employed 413.0 True False NaN 2012-09-20 720.0 739.0 1983-09-23 9.0 7.0 34.0 6 80.0 1.0 1.0 0.0 0.0 62.0 1.0 0.0 979.0 0.78 106.0 26.0 0.62 2.0 0.33 True 1700.000000 F3DC366250947427319E5C0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 75137 4000 2012-09-25 173.71 2953.0700 1431.41 1521.6600 -47.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 34 1.0 24999.0 Q3 2012
307 08EE35956672069418D878A 2013-12-10 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 4.0 1 NJ Professional Self-employed 26.0 True False NaN 2013-12-10 740.0 759.0 2004-11-23 21.0 19.0 39.0 15 299.0 2.0 9.0 1.0 50.0 1.0 0.0 0.0 6633.0 0.15 24316.0 34.0 0.68 1.0 NaN False 40000.000000 10E63700619265962788449 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121157 15000 2013-12-12 501.01 996.9282 689.94 306.9882 -25.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
311 09153603221775020A1B5C4 2014-02-26 NaN 60 Current NaT 0.21345 0.1890 0.1790 0.16554 0.0874 0.07814 4.0 C 6.0 1 AR Nurse (RN) Employed 18.0 False False NaN 2014-02-26 660.0 679.0 2006-06-14 9.0 9.0 16.0 3 150.0 3.0 4.0 4.0 233.0 8.0 0.0 0.0 526.0 0.25 750.0 9.0 0.69 1.0 0.18 True 6250.000000 B80137086131219881699D1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135238 13000 2014-03-05 336.51 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
312 0918359969888132223E8ED 2014-01-17 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 1 GA Administrative Assistant Employed 3.0 False False NaN 2014-01-17 660.0 679.0 2006-07-03 7.0 6.0 8.0 6 157.0 1.0 11.0 0.0 0.0 0.0 0.0 0.0 3974.0 0.89 352.0 8.0 1.00 0.0 0.13 True 2426.666667 FF873704654539511AE9147 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127844 4000 2014-01-22 148.04 145.8811 81.11 64.7711 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
313 09233589620788733CFB8CE 2013-09-25 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 3.0 1 KY Professional Self-employed 78.0 True False NaN 2013-11-12 700.0 719.0 1994-11-15 9.0 8.0 25.0 6 839.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 64242.0 0.94 3537.0 24.0 1.00 1.0 NaN False 13333.333333 63EB36981030549241BDB4E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110583 15000 2013-11-18 523.66 1570.9800 998.05 572.9300 -36.97 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 169 100000.0 100000.0 Q4 2013
315 08BC3599164655446FCB378 2014-01-07 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 7.0 1 MS Landscaping Self-employed 225.0 False False NaN 2014-01-07 700.0 719.0 1985-09-01 17.0 16.0 33.0 16 1064.0 2.0 2.0 0.0 0.0 0.0 0.0 0.0 53293.0 0.47 58418.0 33.0 1.00 0.0 NaN False 3333.333333 77D63704789084461B8024D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128649 3000 2014-01-28 95.82 95.8200 72.12 23.7000 -2.55 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
316 30B33555784623222BD00DF 2012-08-13 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 5.0 1 IL Administrative Assistant Employed 101.0 True False NaN 2012-08-08 700.0 719.0 2001-12-17 12.0 10.0 33.0 7 349.0 1.0 4.0 0.0 0.0 10.0 0.0 0.0 11035.0 0.97 438.0 19.0 0.94 0.0 0.28 True 4166.666667 535536592036529989B033E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 73273 4000 2012-08-28 173.71 3126.7800 1534.06 1592.7200 -50.15 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 34 50000.0 74999.0 Q3 2012
317 30C73578202697765A988E6 2013-05-20 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 7.0 18 MI Professional Employed 96.0 False False NaN 2013-05-20 700.0 719.0 1994-11-21 9.0 8.0 46.0 5 134.0 0.0 9.0 0.0 0.0 6.0 0.0 0.0 3507.0 0.25 9993.0 38.0 0.89 3.0 0.29 True 4583.333333 DEEC3681942557402882D20 4.0 16.0 16.0 0.0 0.0 29500.00 7019.26 13.0 0 NaN 10 91261 15000 2013-05-22 358.35 3225.1500 1580.66 1644.4900 -108.26 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
318 30CF36010087770999A7FE8 2014-02-07 NaN 36 Current NaT 0.09434 0.0809 0.0709 0.06919 0.0199 0.04929 7.0 AA 8.0 1 CA Clerical Employed 173.0 False False NaN 2014-02-07 720.0 739.0 2003-11-03 10.0 10.0 14.0 9 282.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 10407.0 0.40 14785.0 13.0 1.00 0.0 0.24 True 3333.333333 E2EF3706455549605C43882 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132584 10000 2014-02-19 313.78 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 137 25000.0 49999.0 Q1 2014
321 30D83601761024662FC62C4 2014-02-05 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 10.0 2 IL Professional Employed 56.0 False False NaN 2014-02-05 700.0 719.0 2002-09-11 10.0 10.0 36.0 4 135.0 2.0 2.0 0.0 0.0 1.0 0.0 0.0 3025.0 0.23 8789.0 16.0 1.00 1.0 0.15 True 7333.333333 40B6370613770798808FB39 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131229 10000 2014-02-13 324.51 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
322 30D935507405002019AB141 2012-06-13 NaN 36 Current NaT 0.12427 0.0964 0.0864 0.08620 0.0200 0.06620 6.0 A 9.0 1 IL Analyst Employed 83.0 False False NaN 2012-06-13 640.0 659.0 2005-03-31 7.0 7.0 8.0 7 420.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 16205.0 0.65 8354.0 8.0 0.87 0.0 0.14 True 8750.000000 81E43653732826368EE1283 1.0 10.0 10.0 0.0 0.0 10051.99 6308.37 -71.0 0 NaN 21 68321 16500 2012-06-21 529.62 11122.0200 9122.37 1999.6500 -207.44 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 271 100000.0 100000.0 Q2 2012
323 30DA35695751043589AB773 2013-01-25 NaN 36 Current NaT 0.25013 0.2124 0.2024 0.18730 0.0874 0.09990 4.0 C 4.0 15 OH Executive Employed 250.0 True False NaN 2013-01-25 660.0 679.0 1986-05-30 24.0 24.0 58.0 19 1779.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 109463.0 0.89 11055.0 54.0 1.00 2.0 0.35 True 10083.333333 71E336740147891199A90FF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 13 84024 7500 2013-02-01 283.49 3685.3700 2192.70 1492.6700 -70.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 151 100000.0 100000.0 Q1 2013
327 08D83602875696442E4606E 2014-02-06 NaN 60 Current NaT 0.16993 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 9.0 1 CA Professional Employed 151.0 False False NaN 2014-02-06 660.0 679.0 1990-12-18 6.0 6.0 24.0 5 303.0 2.0 8.0 0.0 0.0 21.0 0.0 0.0 9361.0 0.54 5640.0 23.0 0.78 1.0 0.15 True 7083.333333 9FBD370590237793239A53F 1.0 2.0 2.0 0.0 0.0 3400.00 0.00 16.0 0 NaN 1 131313 11000 2014-02-13 259.67 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
329 08DF3598615660911BC5D44 2013-12-30 NaN 60 Current NaT 0.19221 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 3.0 1 AL Waiter/Waitress Employed 41.0 False False NaN 2013-12-30 700.0 719.0 2008-09-11 4.0 4.0 6.0 4 85.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 2048.0 0.24 6452.0 6.0 0.83 0.0 0.11 True 1666.666667 236B3702644547536C96F82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124535 4000 2014-01-03 99.09 197.2434 90.69 106.5534 -6.44 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q1 2014
331 08F0354470988941043223C 2012-04-08 NaN 36 Current NaT 0.33973 0.2999 0.2899 0.27660 0.1490 0.12760 2.0 E 1.0 18 NJ Other Self-employed 30.0 False False NaN 2012-03-27 620.0 639.0 2006-04-06 1.0 1.0 7.0 1 0.0 0.0 0.0 3.0 10970.0 12.0 0.0 0.0 0.0 0.00 3500.0 4.0 0.40 0.0 NaN False 1500.000000 780C3648774925946A95C9F 1.0 35.0 35.0 0.0 0.0 5000.00 0.00 21.0 0 NaN 23 63809 2500 2012-04-18 106.12 2349.6400 1254.58 1095.0600 -36.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 12 1.0 24999.0 Q2 2012
333 093F3590403579166593ACD 2013-09-28 NaN 36 Current NaT 0.21290 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 7.0 1 CA Flight Attendant Employed 160.0 True False NaN 2013-09-28 660.0 679.0 1997-06-13 6.0 5.0 25.0 4 199.0 1.0 3.0 0.0 0.0 9.0 1.0 0.0 5401.0 0.95 213.0 22.0 0.73 0.0 0.10 True 5416.666667 EF633694722252416F58942 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104440 8000 2013-10-02 287.62 1438.1000 880.19 557.9100 -31.70 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 12 50000.0 74999.0 Q4 2013
334 00A93571705469822AF1B6E 2013-02-22 NaN 36 Current NaT 0.21025 0.1734 0.1634 0.15360 0.0624 0.09120 4.0 C 2.0 2 CT Executive Employed 27.0 True False NaN 2013-02-22 700.0 719.0 1995-04-20 20.0 18.0 50.0 7 766.0 1.0 6.0 0.0 0.0 0.0 1.0 0.0 36044.0 0.76 4400.0 44.0 0.93 2.0 0.19 True 27500.000000 78B436750528046526B99BF 1.0 6.0 6.0 0.0 0.0 8000.00 6994.76 -9.0 0 NaN 13 85738 12000 2013-02-26 429.87 5158.4400 3338.10 1820.3400 -104.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 26 100000.0 100000.0 Q1 2013
337 00AF355959706377937C6DF 2012-10-08 NaN 36 Current NaT 0.21025 0.1734 0.1634 0.15360 0.0624 0.09120 4.0 C 4.0 2 KS Retail Management Self-employed 68.0 True False NaN 2012-10-08 700.0 719.0 1990-04-25 6.0 6.0 32.0 6 513.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 23008.0 0.98 367.0 29.0 1.00 0.0 NaN False 2916.666667 D8EF366409626107864E316 1.0 35.0 34.0 0.0 1.0 5000.00 0.00 -116.0 0 NaN 17 75976 2000 2012-10-10 71.64 1146.2400 762.35 383.8900 -22.16 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 18 25000.0 49999.0 Q4 2012
340 00D435855820315011A3633 2013-08-08 NaN 36 Current NaT 0.09837 0.0849 0.0749 0.07310 0.0199 0.05320 7.0 AA 10.0 13 NY Waiter/Waitress Employed 58.0 False False NaN 2013-08-01 720.0 739.0 2001-03-18 7.0 6.0 25.0 5 71.0 1.0 3.0 0.0 0.0 3.0 0.0 0.0 2568.0 0.08 27432.0 21.0 0.95 1.0 0.13 True 4500.000000 BB2B3690979164817C0494A 1.0 2.0 2.0 0.0 0.0 10100.00 0.01 -6.0 0 NaN 7 98884 7000 2013-08-13 220.94 1325.6400 1044.57 281.0700 -33.11 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 125 50000.0 74999.0 Q3 2013
343 30ED35791598170081753F3 2013-05-30 NaN 60 Current NaT 0.20081 0.1769 0.1669 0.15750 0.0574 0.10010 5.0 B 6.0 2 CT Tradesman - Electrician Employed 41.0 True False NaN 2013-05-30 700.0 719.0 1999-08-18 12.0 12.0 27.0 9 493.0 3.0 9.0 0.0 0.0 0.0 1.0 0.0 11691.0 0.60 4592.0 27.0 0.96 1.0 0.45 True 6250.000000 2369368540392488817B147 2.0 36.0 27.0 9.0 0.0 21000.00 12603.84 13.0 0 NaN 9 93247 10000 2013-06-17 252.25 2013.1534 875.35 1137.8034 -64.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q2 2013
347 311B359480041467029073B 2013-11-28 NaN 36 Current NaT 0.14714 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 7.0 1 WA Truck Driver Employed 26.0 True False NaN 2013-11-28 680.0 699.0 2000-08-08 9.0 8.0 37.0 7 275.0 1.0 3.0 0.0 0.0 22.0 1.0 0.0 8541.0 0.70 2816.0 30.0 0.70 2.0 0.25 True 4583.333333 091A37010919541845CCEE6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120564 15000 2013-12-12 497.43 994.8600 695.40 299.4600 -25.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 265 50000.0 74999.0 Q4 2013
349 313635901230654318A9030 2013-09-26 NaN 36 Current NaT 0.17090 0.1349 0.1249 0.11929 0.0424 0.07689 5.0 B 5.0 1 MO NaN Other 8.0 False False NaN 2013-09-26 760.0 779.0 2006-08-14 3.0 3.0 13.0 3 143.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 67.0 0.00 3600.0 8.0 1.00 0.0 0.14 True 2000.000000 8947369415939850101CD76 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103527 4000 2013-10-01 135.72 2677.1216 2470.77 206.3516 -15.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q4 2013
350 314335501791317546FD194 2012-06-16 NaN 36 Current NaT 0.28851 0.2499 0.2399 0.23400 0.1190 0.11500 3.0 D 6.0 1 CA Skilled Labor Employed 65.0 False False NaN 2012-06-16 680.0 699.0 1984-01-09 4.0 4.0 5.0 4 155.0 2.0 3.0 0.0 0.0 0.0 2.0 0.0 7835.0 0.80 1890.0 5.0 1.00 0.0 0.08 True 3550.000000 E1AE3653283616683858CFC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 68258 3500 2012-06-20 139.14 2782.8000 1619.08 1163.7200 -46.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 26 25000.0 49999.0 Q2 2012
351 31433605287209218086136 2014-03-08 NaN 36 Current NaT 0.16678 0.1305 0.1205 0.11455 0.0474 0.06715 5.0 B 4.0 1 MN Sales - Commission Self-employed 170.0 True False NaN 2014-03-08 700.0 719.0 1995-08-14 12.0 11.0 29.0 10 614.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 27781.0 0.46 30483.0 27.0 1.00 1.0 NaN False 8500.000000 AF533708090522326C25572 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135587 15000 2014-03-11 505.77 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
352 094A35373809268519F870C 2012-02-02 NaN 60 Current NaT 0.26990 0.2443 0.2343 0.22870 0.0850 0.14370 4.0 C 4.0 7 MN Executive Employed 191.0 True False NaN 2012-02-02 660.0 679.0 1996-07-15 10.0 11.0 56.0 8 253.0 2.0 5.0 2.0 2643.0 27.0 1.0 0.0 8425.0 0.89 950.0 48.0 0.81 0.0 0.17 True 8500.000000 FDA736412344301600C4DA7 1.0 12.0 12.0 0.0 0.0 7500.00 5745.92 2.0 0 NaN 25 60012 15000 2012-02-06 435.27 10356.4800 3750.29 6606.1900 -270.43 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2012
355 09583551840154471189C48 2012-07-09 NaN 36 Current NaT 0.19921 0.1626 0.1526 0.15000 0.0565 0.09350 5.0 B 8.0 1 WA Police Officer/Correction Officer Employed 213.0 True False NaN 2012-07-09 740.0 759.0 1993-05-19 8.0 7.0 31.0 8 434.0 1.0 2.0 0.0 0.0 16.0 0.0 0.0 14726.0 0.56 11374.0 31.0 0.93 0.0 0.24 True 4916.666667 D9143656072281664CF0EF5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 20 70313 10000 2012-07-13 352.86 6704.3400 4666.51 2037.8300 -125.30 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 124 50000.0 74999.0 Q3 2012
357 09643589570147652404D2A 2013-09-11 NaN 60 Current NaT 0.21935 0.1950 0.1850 0.17162 0.0824 0.08922 4.0 C 6.0 1 VA Civil Service Employed 93.0 False False NaN 2013-09-11 700.0 719.0 1991-10-09 9.0 9.0 20.0 8 628.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 19539.0 0.76 4415.0 18.0 1.00 1.0 0.24 True 5750.000000 E9DF3693568687474A50184 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101738 20000 2013-09-17 524.33 2610.9651 1020.23 1590.7351 -82.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
358 096A3538907925940218D9B 2012-02-20 NaN 36 Current NaT 0.24246 0.2049 0.1949 0.19040 0.0890 0.10140 4.0 C 7.0 15 NV Professional Employed 87.0 False False NaN 2012-02-20 660.0 679.0 1994-11-30 4.0 2.0 13.0 1 15.0 4.0 4.0 1.0 51.0 6.0 0.0 0.0 162.0 0.54 138.0 12.0 0.61 1.0 0.11 True 5000.000000 E9B336432376373727477A2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 25 61012 4500 2012-02-27 168.36 4040.6400 2687.19 1353.4500 -66.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 82 50000.0 74999.0 Q1 2012
359 08EF3576721796653B20BD9 2013-04-19 NaN 36 Current NaT 0.26528 0.2272 0.2172 0.20000 0.0975 0.10250 3.0 D 3.0 1 CA Other Employed 21.0 False False NaN 2013-04-19 700.0 719.0 2001-04-13 9.0 9.0 13.0 10 391.0 0.0 3.0 0.0 0.0 1.0 0.0 0.0 10911.0 0.77 2469.0 13.0 0.76 0.0 0.30 True 2583.333333 31F43682296499502D8C1FB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90817 10000 2013-05-17 385.64 3470.7600 1892.97 1577.7900 -69.44 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 57 25000.0 49999.0 Q2 2013
364 00C73527100925374942DD9 2011-10-02 NaN 36 Current NaT 0.34887 0.3125 0.3025 0.28480 0.1700 0.11480 1.0 HR 1.0 1 CA Bus Driver Full-time 64.0 False False NaN 2011-10-02 600.0 619.0 1996-09-26 10.0 9.0 26.0 6 269.0 4.0 12.0 0.0 0.0 0.0 0.0 0.0 10415.0 0.95 479.0 24.0 0.91 4.0 0.39 True 4166.666667 A2B136326605392079E0800 1.0 35.0 33.0 2.0 0.0 6000.00 0.00 -34.0 0 NaN 29 54207 4000 2011-10-07 172.56 4771.6800 2642.17 2129.5100 -68.16 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 52 50000.0 74999.0 Q4 2011
365 00D435912306936173395D7 2013-10-14 NaN 36 Current NaT 0.09534 0.0819 0.0719 0.07038 0.0174 0.05298 7.0 AA 10.0 1 VA Professional Employed 93.0 True False NaN 2013-10-14 760.0 779.0 1995-01-29 15.0 15.0 33.0 7 709.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 8980.0 0.25 21054.0 24.0 1.00 0.0 0.24 True 6491.666667 1C32369629039941191807C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106881 9000 2013-10-23 282.82 1131.2800 892.10 239.1800 -29.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 218 75000.0 99999.0 Q4 2013
373 31553584786951844441200 2013-08-03 NaN 36 Current NaT 0.28032 0.2419 0.2319 0.21260 0.1075 0.10510 3.0 D 2.0 2 WV Other Employed 84.0 False False NaN 2013-08-03 660.0 679.0 1983-10-01 4.0 4.0 34.0 4 91.0 1.0 3.0 0.0 0.0 29.0 1.0 0.0 2546.0 0.73 873.0 28.0 0.71 1.0 0.10 True 4333.333333 C7B436897639922887AACD6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 98851 3000 2013-08-12 118.00 708.0000 360.11 347.8900 -14.39 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 21 50000.0 74999.0 Q3 2013
374 31693597083253967272470 2013-12-05 NaN 36 Current NaT 0.17611 0.1400 0.1300 0.12334 0.0499 0.07344 5.0 B 5.0 1 OH Executive Employed 51.0 False False NaN 2013-12-05 700.0 719.0 1997-06-14 6.0 6.0 31.0 5 295.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 25236.0 0.72 9764.0 28.0 0.96 1.0 0.21 True 11666.666667 E0D83700477144684244E20 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120841 25000 2013-12-09 854.44 1699.2910 1120.98 578.3110 -41.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
376 31713599045527501725C72 2014-01-11 NaN 36 Current NaT 0.13836 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 7.0 1 PA Nurse (LPN) Employed 57.0 False False NaN 2014-01-11 660.0 679.0 1998-09-25 15.0 15.0 19.0 14 652.0 0.0 3.0 0.0 0.0 8.0 1.0 0.0 18498.0 0.93 688.0 19.0 0.89 0.0 0.30 True 3439.666667 4AC73706614698947B4B92D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132305 10000 2014-02-19 327.34 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
377 2C603585612812663DBE819 2013-08-09 NaN 60 Current NaT 0.14965 0.1269 0.1169 0.11220 0.0374 0.07480 6.0 A 7.0 1 IL Analyst Employed 216.0 True False NaN 2013-08-09 800.0 819.0 1992-08-14 15.0 14.0 52.0 13 902.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 19765.0 0.43 23994.0 49.0 1.00 1.0 0.19 True 10833.333333 819036907916687045044C2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 99542 19000 2013-08-21 429.30 2575.8000 1397.28 1178.5200 -92.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 233 100000.0 100000.0 Q3 2013
378 2C623577680223142D5B1C8 2013-05-09 NaN 60 Current NaT 0.23462 0.2099 0.1999 0.18640 0.0749 0.11150 4.0 C 3.0 1 PA Medical Technician Employed 111.0 False False NaN 2013-05-09 680.0 699.0 2003-12-19 17.0 17.0 23.0 6 292.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 9155.0 0.88 823.0 18.0 1.00 0.0 0.33 True 2916.666667 E90F36819466760776D2E16 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90528 4000 2013-05-20 108.19 973.7100 363.81 609.9000 -29.05 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 15 25000.0 49999.0 Q2 2013
382 08FB3590349860251EE472C 2013-10-07 NaN 36 Current NaT 0.20626 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 8.0 1 WA Engineer - Mechanical Employed 69.0 True False NaN 2013-09-30 700.0 719.0 1995-03-10 9.0 8.0 25.0 6 591.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 32108.0 0.67 14936.0 22.0 0.95 0.0 0.38 True 2916.666667 503F369436392174562B692 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105565 7000 2013-10-09 249.39 994.3093 610.71 383.5993 -22.83 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
388 40E83554874578132B4CDAA 2012-07-30 NaN 60 Current NaT 0.23718 0.2124 0.2024 0.19880 0.0599 0.13890 5.0 B 8.0 18 CO Construction Employed 55.0 False False NaN 2012-07-25 680.0 699.0 1992-04-01 11.0 11.0 17.0 11 522.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 16413.0 0.34 22090.0 17.0 0.88 0.0 0.26 True 3000.000000 2DE73657131080897D6A91C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72031 9000 2012-08-07 244.70 4404.6000 1784.76 2619.8400 -123.35 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 124 25000.0 49999.0 Q3 2012
389 40F635999158765959823E9 2014-01-25 NaN 60 Current NaT 0.24856 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 3.0 1 CA Clerical Employed 124.0 False False NaN 2014-01-25 660.0 679.0 1996-11-15 11.0 11.0 20.0 10 265.0 2.0 3.0 0.0 0.0 22.0 0.0 0.0 6241.0 0.46 5782.0 20.0 0.65 2.0 0.19 True 3500.000000 117D3704563968181DE8534 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129026 7000 2014-01-28 194.73 194.7300 61.85 132.8800 -5.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 25000.0 49999.0 Q1 2014
392 41123585984657686B77B80 2013-08-08 NaN 60 Current NaT 0.14453 0.1219 0.1119 0.10760 0.0349 0.07270 6.0 A 7.0 1 NY Other Employed 6.0 False False NaN 2013-08-08 700.0 719.0 2004-02-10 7.0 7.0 26.0 5 218.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 8116.0 0.96 334.0 21.0 1.00 0.0 0.16 True 3333.333333 507036898371486430E5079 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 98917 10000 2013-08-13 223.41 1322.1203 728.91 593.2103 -48.94 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
394 41263590017496306246D65 2013-09-18 NaN 60 Current NaT 0.21576 0.1915 0.1815 0.16862 0.0799 0.08872 4.0 C 6.0 7 PA Computer Programmer Employed 101.0 False False NaN 2013-09-18 720.0 739.0 1997-06-12 6.0 5.0 19.0 5 165.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 1220.0 0.10 8640.0 14.0 1.00 1.0 0.22 True 4200.000000 D58F3693157703205BB9C27 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102585 15000 2013-09-25 390.35 1588.0501 462.55 1125.5001 -57.15 -132.72 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
398 00F735860185558781B452B 2013-08-19 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11480 0.0399 0.07490 6.0 A 6.0 18 IL Professional Employed 47.0 True False NaN 2013-08-19 760.0 779.0 1982-06-12 33.0 27.0 68.0 25 1593.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 58355.0 0.83 11411.0 59.0 0.98 1.0 0.35 True 8220.916667 5D923691421795748121586 1.0 7.0 7.0 0.0 0.0 15000.00 12359.18 -25.0 0 NaN 7 99584 15000 2013-08-22 505.34 3032.0400 2106.71 925.3300 -71.24 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 226 75000.0 99999.0 Q3 2013
402 012235525839898940482EF 2012-07-17 NaN 60 Current NaT 0.17849 0.1551 0.1451 0.14450 0.0330 0.11150 6.0 A 9.0 1 MD Other Employed 11.0 True False NaN 2012-07-17 800.0 819.0 1993-03-31 4.0 4.0 24.0 3 154.0 0.0 2.0 1.0 0.0 20.0 0.0 0.0 1446.0 0.29 981.0 20.0 0.70 0.0 0.11 True 4833.333333 F1C83658336515688A1ED58 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 71667 15500 2012-08-06 372.91 6697.3800 3448.04 3249.3400 -209.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 58 50000.0 74999.0 Q3 2012
409 09CC36031229351488C85D1 2014-02-12 NaN 60 Current NaT 0.18222 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 6.0 1 NV Other Employed 141.0 True False NaN 2014-02-12 720.0 739.0 1996-04-03 12.0 12.0 34.0 10 1349.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 106365.0 0.91 8969.0 31.0 1.00 0.0 0.34 True 6833.333333 AE60370510022086596138C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131484 15000 2014-02-14 363.58 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 100 75000.0 99999.0 Q1 2014
413 09723601118678853A5118C 2014-01-30 NaN 36 Current NaT 0.09030 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 8.0 1 IL Other Other 31.0 True False NaN 2014-01-21 780.0 799.0 1990-02-13 9.0 8.0 16.0 6 445.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 10038.0 0.60 6562.0 12.0 1.00 0.0 0.32 True 4083.333333 D05A37055797682377386A1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130971 10000 2014-02-12 311.94 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
416 2C6C35884551371377C74D7 2013-08-24 NaN 36 Current NaT 0.34752 0.3075 0.2975 0.27060 0.1575 0.11310 1.0 HR 2.0 7 SC Food Service Employed 20.0 False False NaN 2013-10-09 680.0 699.0 1997-09-24 10.0 8.0 30.0 4 208.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 5969.0 0.74 2031.0 29.0 0.89 5.0 0.38 True 4437.916667 F0F23695234233417538804 2.0 21.0 21.0 0.0 0.0 6500.00 2750.48 NaN 0 NaN 5 105834 4000 2013-10-16 171.45 685.8000 282.11 403.6900 -13.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 32 50000.0 74999.0 Q4 2013
417 2C6E3557469555903731A6F 2012-09-18 NaN 36 Current NaT 0.24758 0.2099 0.1999 0.19520 0.0849 0.11030 4.0 C 7.0 13 OH Other Employed 146.0 False False NaN 2012-09-18 680.0 699.0 1988-09-19 13.0 13.0 16.0 11 431.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 13180.0 0.64 5322.0 15.0 1.00 2.0 0.33 True 3500.000000 6BC8366148038478477A049 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 75026 2000 2012-09-25 75.34 1280.7800 790.63 490.1500 -23.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 23 25000.0 49999.0 Q3 2012
418 2C6E3566363828741E4AF45 2012-12-31 NaN 36 Current NaT 0.22712 0.1899 0.1799 0.16790 0.0724 0.09550 4.0 C 6.0 6 CA Doctor Employed 32.0 False False NaN 2012-12-31 680.0 699.0 2003-09-20 8.0 8.0 15.0 1 207.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 10007.0 0.90 993.0 12.0 1.00 0.0 0.11 True 7333.333333 86D836719237563848AFD72 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 14 80709 7000 2013-01-08 256.56 4335.2800 3260.81 1074.4700 -56.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 94 75000.0 99999.0 Q1 2013
426 44AC3574355132651FC0EFA 2013-03-14 NaN 36 Current NaT 0.22712 0.1899 0.1799 0.16790 0.0724 0.09550 4.0 C 4.0 18 WA Chemist Employed 108.0 True False NaN 2013-03-14 700.0 719.0 1998-09-28 11.0 11.0 38.0 5 651.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 28046.0 0.97 818.0 31.0 0.96 0.0 0.31 True 7916.666667 81A93677627963536C69DB6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 86732 3500 2013-03-20 128.28 1411.0800 864.24 546.8400 -28.79 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 4 75000.0 99999.0 Q1 2013
430 44C635513693370780D8AC8 2012-06-26 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10950 0.0349 0.07460 6.0 A 7.0 20 GA Clerical Employed 6.0 False False NaN 2012-07-30 700.0 719.0 2006-11-10 4.0 3.0 9.0 3 49.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 1155.0 0.37 1945.0 9.0 1.00 0.0 0.28 True 2375.000000 189E36572207021175CDD38 2.0 38.0 38.0 0.0 0.0 5001.00 0.00 -25.0 0 NaN 19 71936 10000 2012-08-06 332.10 6113.6000 4732.01 1381.5900 -87.52 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 37 25000.0 49999.0 Q3 2012
431 00F6359071238983063C0BF 2013-10-08 NaN 36 Current NaT 0.18837 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 8.0 1 PA Laborer Employed 125.0 False False NaN 2013-10-08 720.0 739.0 1993-02-09 18.0 18.0 36.0 16 1053.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 30709.0 0.69 4315.0 33.0 1.00 0.0 0.38 True 5666.666667 7AFC3695658688542660FD9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105321 3000 2013-10-15 104.29 415.9107 268.76 147.1507 -9.76 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
433 01033600510613987E738B1 2014-01-10 NaN 60 Current NaT 0.16969 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 7.0 7 VA Other Employed 132.0 True False NaN 2014-01-10 700.0 719.0 1990-01-30 10.0 9.0 23.0 7 662.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 24837.0 0.76 6764.0 23.0 0.95 0.0 0.17 True 10833.333333 4C7437048387164581E72B7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127725 25000 2014-01-23 590.17 580.1358 279.11 301.0258 -21.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
434 01043580087553342D9A449 2013-06-06 NaN 60 Current NaT 0.10878 0.0869 0.0769 0.07510 0.0199 0.05520 7.0 AA 10.0 6 MD Civil Service Employed 84.0 True False NaN 2013-06-06 780.0 799.0 1999-03-09 17.0 16.0 20.0 11 745.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 26626.0 0.38 26443.0 19.0 1.00 0.0 0.12 True 14166.666667 81EF3685958429801E1BADB 1.0 15.0 15.0 0.0 0.0 7000.00 5672.79 -17.0 0 NaN 9 93235 3500 2013-06-17 72.13 577.0400 382.58 194.4600 -22.37 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 61 100000.0 100000.0 Q2 2013
435 010A3514057543880432318 2011-05-07 NaN 60 Current NaT 0.19422 0.1799 0.1699 0.16690 0.0595 0.10740 5.0 B 7.0 2 OH Skilled Labor Employed 226.0 True False NaN 2011-05-07 760.0 779.0 2001-01-17 5.0 3.0 12.0 1 131.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 1403.0 0.28 3597.0 12.0 0.75 0.0 0.33 True 4000.000000 BC12362001042778302A93A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49847 11890 2011-05-26 301.86 9961.3800 5207.41 4753.9700 -264.24 0.00 0.0 0.0 0.0 0.7926 0 0 0.0 276 25000.0 49999.0 Q2 2011
437 010D35391042668374C2236 2012-02-22 NaN 36 Current NaT 0.11766 0.0899 0.0799 0.07970 0.0200 0.05970 6.0 A 8.0 1 NY Professional Employed 13.0 False False NaN 2012-02-22 640.0 659.0 2002-06-03 22.0 20.0 38.0 4 90.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3512.0 0.73 1433.0 31.0 0.96 0.0 0.14 True 7083.333333 2E6436447733450358E24C5 1.0 9.0 7.0 2.0 0.0 2000.00 609.89 13.0 0 NaN 25 61117 3000 2012-02-28 95.39 2289.3600 1909.31 380.0500 -42.27 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 62 75000.0 99999.0 Q1 2012
439 098135838089378457F5701 2013-07-23 NaN 60 Current NaT 0.17522 0.1519 0.1419 0.13500 0.0474 0.08760 5.0 B 5.0 1 GA Professional Employed 2.0 True False NaN 2013-07-25 700.0 719.0 2002-02-07 16.0 16.0 40.0 11 580.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 19203.0 0.75 5436.0 35.0 0.97 0.0 0.30 True 4333.333333 763436903379062111A0EFB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 99739 7000 2013-08-21 167.23 1000.4668 482.60 517.8668 -34.29 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
442 09AD35918712001025AC1BD 2013-10-24 NaN 36 Current NaT 0.20524 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 3.0 1 OH Other Employed 95.0 True False NaN 2013-12-16 680.0 699.0 1991-08-07 9.0 9.0 25.0 5 577.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 18266.0 0.99 891.0 18.0 0.88 0.0 0.18 True 12916.666667 F421370059330333021029B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122367 5000 2013-12-23 177.89 353.4718 214.20 139.2718 -8.41 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
444 09CD3592594126374FB0A7C 2013-10-18 NaN 36 Current NaT 0.22773 0.1905 0.1805 0.16717 0.0849 0.08227 4.0 C 4.0 1 OK Other Employed 17.0 True False NaN 2013-12-11 660.0 679.0 1997-10-09 13.0 13.0 36.0 10 780.0 1.0 6.0 1.0 0.0 0.0 0.0 0.0 21590.0 0.53 10711.0 33.0 0.85 1.0 0.32 True 8333.333333 73D13700110033861BA5997 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122113 25000 2013-12-16 917.03 1821.0121 1033.38 787.6321 -42.03 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
445 09CE359703430815642F6B0 2013-12-20 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 VA Accountant/CPA Employed 347.0 True False NaN 2013-12-20 700.0 719.0 1988-04-30 9.0 7.0 17.0 6 882.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 86509.0 0.97 2186.0 17.0 1.00 1.0 0.14 True 12500.000000 A43B37012821925095C4512 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124217 20000 2013-12-31 649.01 1298.0200 965.89 332.1300 -31.97 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
446 09E03595831427966EE4111 2013-12-04 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 9.0 1 WI Social Worker Employed 174.0 True False NaN 2013-12-04 700.0 719.0 1993-06-03 18.0 18.0 40.0 17 895.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 31258.0 0.45 23836.0 35.0 1.00 0.0 0.28 True 5000.000000 1A0D36999708259089866E8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121064 15000 2013-12-12 486.76 973.5200 711.91 261.6100 -25.18 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 124 50000.0 74999.0 Q4 2013
447 09923529549763254B27762 2011-10-18 NaN 36 Current NaT 0.29510 0.2599 0.2499 0.24370 0.1120 0.13170 3.0 D 5.0 3 AL Sales - Retail Full-time 77.0 False False NaN 2011-09-26 720.0 739.0 1999-10-07 3.0 3.0 4.0 1 15.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 155.0 0.31 345.0 4.0 1.00 1.0 0.20 True 3000.000000 716E3634173810985DC6604 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 29 55137 5000 2011-10-28 201.43 5640.0400 3528.03 2112.0100 -81.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 40 25000.0 49999.0 Q4 2011
450 31A035986409509358C260E 2013-12-29 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 4.0 1 TN Skilled Labor Employed 124.0 True False NaN 2013-12-29 640.0 659.0 2000-07-28 6.0 6.0 13.0 4 155.0 0.0 2.0 0.0 0.0 4.0 1.0 0.0 3936.0 0.86 176.0 12.0 0.75 3.0 0.21 True 4750.000000 C2FF3702804476301CCD5E3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 123936 5500 2014-01-03 215.61 431.2200 220.29 210.9300 -8.81 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 50000.0 74999.0 Q1 2014
453 31AC3591711840431B14DCD 2013-10-23 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 5.0 1 CA Medical Technician Employed 103.0 True False NaN 2013-10-23 720.0 739.0 1991-02-01 6.0 6.0 28.0 3 853.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 256787.0 0.98 116.0 26.0 0.96 0.0 0.24 True 5000.000000 2569369605353265984DCD3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108266 10000 2013-10-30 332.10 1325.1151 944.62 380.4951 -32.01 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
454 31B8351018055995758992D 2011-03-20 NaN 36 Current NaT 0.29510 0.2599 0.2499 0.24370 0.1080 0.13570 3.0 D 6.0 6 FL Computer Programmer Employed 47.0 True False NaN 2011-03-20 700.0 719.0 1996-03-26 8.0 6.0 20.0 1 24.0 0.0 2.0 0.0 0.0 26.0 0.0 0.0 881.0 0.88 119.0 20.0 0.75 0.0 0.23 True 6750.000000 CC813614093351973974EB3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 36 48113 4500 2011-03-29 181.28 6344.8000 4309.80 2035.0000 -75.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 54 75000.0 99999.0 Q1 2011
455 31C73597152310464749E00 2013-12-23 NaN 36 Current NaT 0.17151 0.1355 0.1255 0.11932 0.0474 0.07192 5.0 B 9.0 1 CA Sales - Commission Employed 19.0 False False NaN 2013-12-20 660.0 679.0 1987-05-01 8.0 8.0 26.0 7 335.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 7920.0 0.78 1539.0 21.0 0.95 0.0 0.27 True 2203.666667 727437019279601379BB927 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124937 4000 2014-01-07 135.84 271.6800 185.01 86.6700 -6.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
457 44C63556672598144C7D653 2012-09-01 NaN 36 Current NaT 0.29107 0.2524 0.2424 0.23640 0.1175 0.11890 3.0 D 7.0 1 NC Military Enlisted Employed 83.0 True False NaN 2012-09-01 660.0 679.0 2006-02-03 9.0 6.0 17.0 4 169.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 1632.0 0.49 1668.0 17.0 0.76 1.0 0.19 True 4333.333333 18653662499105811D19314 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 17 75535 9000 2012-10-02 358.98 6102.6600 3428.71 2673.9500 -105.94 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 131 50000.0 74999.0 Q4 2012
461 44F2358557406858060EBDE 2013-08-15 NaN 60 Current NaT 0.18965 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 6.0 1 NJ Civil Service Employed 169.0 False False NaN 2013-10-05 720.0 739.0 2004-03-04 7.0 6.0 12.0 5 211.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9476.0 0.53 8224.0 12.0 1.00 0.0 0.20 True 4000.000000 F7A83694563334019CA6E0C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104403 15000 2013-10-08 369.57 1501.8881 683.85 818.0381 -49.69 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
462 44FA357293896634887CCF5 2013-03-10 NaN 60 Current NaT 0.18136 0.1579 0.1479 0.14040 0.0499 0.09050 5.0 B 5.0 13 CT Skilled Labor Employed 125.0 True False NaN 2013-03-10 720.0 739.0 1996-02-20 8.0 8.0 21.0 3 206.0 0.0 8.0 0.0 0.0 4.0 0.0 0.0 5488.0 1.10 60.0 19.0 0.89 0.0 0.29 True 4166.666667 3D7936766314255837821A9 1.0 9.0 9.0 0.0 0.0 8500.00 6851.78 -8.0 0 NaN 12 86525 16000 2013-03-15 387.31 4260.4100 2061.13 2199.2800 -139.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 151 50000.0 74999.0 Q1 2013
463 44FB3579057138259A03111 2013-05-20 NaN 60 Current NaT 0.14965 0.1269 0.1169 0.11220 0.0374 0.07480 6.0 A 9.0 1 VA Doctor Employed 65.0 True False NaN 2013-05-20 700.0 719.0 2001-01-23 19.0 17.0 80.0 13 714.0 5.0 14.0 1.0 75.0 0.0 0.0 0.0 16380.0 0.40 23678.0 36.0 0.94 0.0 0.17 True 12500.000000 F2693683709682503E9DFAC 2.0 39.0 39.0 0.0 0.0 22500.00 11618.73 -42.0 0 NaN 10 91268 10000 2013-05-23 225.95 2033.5500 1153.03 880.5200 -69.41 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
465 09973601863213855D562A9 2014-02-07 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 4.0 7 MN Teacher's Aide Employed 79.0 True False NaN 2014-02-07 740.0 759.0 2005-09-01 6.0 6.0 10.0 1 156.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4967.0 0.70 2033.0 7.0 1.00 0.0 0.35 True 2900.000000 501A3706448290942CD7EF1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132341 10000 2014-02-19 344.94 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
467 09A1359398277283048E523 2013-11-20 NaN 36 Current NaT 0.24205 0.2045 0.1945 0.17970 0.0899 0.08980 4.0 C 5.0 7 CT Skilled Labor Employed 115.0 False False NaN 2013-11-20 640.0 659.0 1999-07-21 4.0 4.0 19.0 3 88.0 0.0 4.0 0.0 0.0 12.0 1.0 0.0 1832.0 0.96 50.0 16.0 0.81 1.0 0.13 True 3600.000000 6F533699485310218BF4A9F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111989 3600 2013-11-25 134.62 403.8600 222.15 181.7100 -8.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 20 25000.0 49999.0 Q4 2013
471 09BA360431651559524CDA0 2014-02-28 NaN 60 Current NaT 0.18426 0.1605 0.1505 0.14089 0.0674 0.07349 4.0 C 4.0 1 DC Executive Employed 13.0 False False NaN 2014-02-28 680.0 699.0 2009-08-18 6.0 5.0 7.0 3 177.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 7487.0 0.95 313.0 7.0 1.00 0.0 0.23 True 5000.000000 F83D3708320480534C763DE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135718 15000 2014-03-07 365.17 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
472 09BC3596895711964C4ABA8 2013-12-12 NaN 36 Current NaT 0.21648 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 4.0 1 NV NaN Other 162.0 False False NaN 2013-12-12 700.0 719.0 1988-09-07 9.0 6.0 20.0 6 495.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 22039.0 0.85 3762.0 17.0 1.00 0.0 0.47 True 2354.000000 D2B23701722418457A07969 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122079 4000 2013-12-20 144.51 287.0529 168.33 118.7229 -6.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
473 089B35990263570590930AA 2014-01-14 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 3 WV Landscaping Self-employed 9.0 True False NaN 2014-01-14 660.0 679.0 2001-12-07 6.0 6.0 16.0 1 25.0 2.0 3.0 2.0 12195.0 17.0 0.0 0.0 430.0 0.14 2570.0 8.0 0.72 0.0 NaN False 1666.666667 D4A537043106670470BAC8C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128630 4000 2014-01-27 166.54 163.4167 69.72 93.6967 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q1 2014
474 013E3570006582421416CAD 2013-02-01 NaN 36 Current NaT 0.09333 0.0799 0.0699 0.06840 0.0174 0.05100 7.0 AA 10.0 20 TX Other Full-time 104.0 True False NaN 2013-02-01 740.0 759.0 1987-09-15 14.0 12.0 30.0 7 613.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 24266.0 0.79 5497.0 29.0 1.00 1.0 0.22 True 10000.000000 9C1F367472998524941DBCA 1.0 34.0 34.0 0.0 0.0 4000.00 253.46 -3.0 0 NaN 13 84777 6000 2013-02-08 187.99 2255.8800 1843.70 412.1800 -51.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 99 100000.0 100000.0 Q1 2013
475 00E13532436554393163B83 2011-12-07 NaN 36 Current NaT 0.35285 0.3127 0.3027 0.28500 0.1650 0.12000 1.0 HR 4.0 7 FL Other Employed 2.0 True False NaN 2011-12-07 660.0 679.0 1995-09-14 23.0 20.0 54.0 18 1364.0 0.0 1.0 0.0 224.0 0.0 0.0 0.0 41250.0 0.98 531.0 38.0 0.94 0.0 0.59 True 3333.333333 914A3636915273614DC3750 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 57340 2500 2011-12-12 107.88 2804.8800 1557.03 1247.8500 -39.93 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 25000.0 49999.0 Q4 2011
476 00EC3604528464581EB9190 2014-03-06 NaN 60 Current NaT 0.14528 0.1224 0.1124 0.10731 0.0424 0.06491 5.0 B 11.0 1 NY Other Employed 27.0 False False NaN 2014-03-06 720.0 739.0 2002-05-08 25.0 24.0 31.0 16 1059.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 33126.0 0.86 4353.0 31.0 1.00 0.0 0.29 True 13083.333333 31AA37076319885078838B3 2.0 65.0 61.0 4.0 0.0 27000.00 3160.74 NaN 0 NaN 0 135458 15000 2014-03-10 335.49 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
477 00EE3552610822090D973B0 2012-07-24 NaN 60 Current NaT 0.33297 0.3057 0.2957 0.28220 0.1275 0.15470 2.0 E 3.0 14 OH Other Full-time 80.0 False True C48E3419578591276DB6752 2012-07-24 640.0 659.0 1998-08-24 9.0 7.0 19.0 5 144.0 2.0 9.0 0.0 0.0 0.0 2.0 1.0 4773.0 0.93 175.0 16.0 1.00 1.0 0.35 True 4583.333333 D0B73657707000138559EF0 2.0 39.0 39.0 0.0 0.0 11500.00 5038.71 -55.0 0 NaN 20 71139 7500 2012-07-27 245.28 4769.7600 1418.77 3350.9900 -109.62 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 11 50000.0 74999.0 Q3 2012
479 010235774885928177EC84F 2013-05-07 NaN 36 Current NaT 0.23530 0.1979 0.1879 0.17490 0.0774 0.09750 4.0 C 3.0 1 CT Other Employed 67.0 True False NaN 2013-05-07 720.0 739.0 1984-08-21 38.0 37.0 75.0 35 1615.0 1.0 10.0 0.0 0.0 0.0 0.0 0.0 43021.0 0.62 13299.0 74.0 0.94 2.0 0.23 True 14625.000000 5D2E3682392244507CD5232 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90592 18000 2013-05-15 667.02 6003.1800 3538.81 2464.3700 -124.53 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
481 01093596650895777AF7A70 2013-12-02 NaN 36 Current NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 4.0 1 AL Other Employed 28.0 True False NaN 2013-12-02 700.0 719.0 1989-07-01 15.0 14.0 29.0 13 818.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 23861.0 0.82 4607.0 29.0 1.00 3.0 0.34 True 5458.333333 ADE93699626938673EFA96F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119959 20000 2013-12-04 686.96 2060.8800 1368.43 692.4500 -48.26 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
113439 F61A35813337736616B4C43 2013-06-24 NaN 60 Current NaT 0.20593 0.1819 0.1719 0.16190 0.0599 0.10200 5.0 B 6.0 1 CA Food Service Employed 77.0 False False NaN 2013-06-24 700.0 719.0 2003-01-09 10.0 7.0 22.0 6 334.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 15218.0 0.63 8882.0 22.0 0.90 0.0 0.20 True 2950.833333 C4FF368623684780876EBE2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 94697 10000 2013-07-02 254.97 2034.7764 872.77 1162.0064 -64.15 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113441 F634351617752756903D8D6 2011-05-21 NaN 36 Current NaT 0.12400 0.1029 0.0929 0.09260 0.0260 0.06660 6.0 A 9.0 6 VA Food Service Full-time 92.0 False False NaN 2011-07-26 720.0 739.0 2006-07-10 15.0 15.0 27.0 14 216.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 3159.0 0.09 31591.0 27.0 1.00 1.0 0.24 True 1833.333333 81E4362467541481372EA07 2.0 42.0 42.0 0.0 0.0 4700.00 902.09 25.0 0 NaN 32 51818 5000 2011-07-29 162.02 5422.6200 4613.74 808.8800 -78.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 64 1.0 24999.0 Q3 2011
113442 F63B351318809916517585E 2011-04-26 NaN 36 Current NaT 0.12511 0.1040 0.0940 0.09370 0.0380 0.05570 6.0 A 7.0 3 CA Attorney Self-employed 1.0 False False NaN 2011-04-26 780.0 799.0 1993-09-07 15.0 15.0 43.0 5 270.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 2490.0 0.08 26510.0 33.0 1.00 0.0 NaN False 5000.000000 864236192751667446F59C3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49276 4500 2011-05-13 146.05 4774.6500 4014.32 760.3300 -72.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 91 50000.0 74999.0 Q2 2011
113445 F6613581383675223031EC5 2013-06-13 NaN 60 Current NaT 0.33040 0.3032 0.2932 0.26670 0.1425 0.12420 2.0 E 2.0 1 CA Clerical Employed 86.0 False False NaN 2013-06-13 700.0 719.0 1991-04-03 12.0 12.0 19.0 12 558.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 20006.0 0.83 2338.0 19.0 1.00 0.0 0.17 True 4166.666667 C5F73684992053406BEAC74 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93547 4000 2013-06-19 130.20 1038.2773 249.14 789.1373 -26.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113446 D9E635916339243321AF4B1 2013-10-04 NaN 36 Current NaT 0.26047 0.2225 0.2125 0.19520 0.1025 0.09270 3.0 D 2.0 1 NY Other Employed 243.0 False False NaN 2013-10-04 700.0 719.0 1995-01-01 5.0 5.0 15.0 5 247.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 10322.0 0.99 45.0 13.0 1.00 0.0 0.27 True 3125.000000 25103694052905722E5C3D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105568 10000 2013-10-09 383.20 1532.8000 805.42 727.3800 -32.69 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 20 25000.0 49999.0 Q4 2013
113449 D9F33589415563473141ED3 2013-09-25 NaN 60 Current NaT 0.18555 0.1620 0.1520 0.14311 0.0599 0.08321 5.0 B 4.0 1 TX Other Employed 134.0 False False NaN 2013-09-25 740.0 759.0 2004-03-15 8.0 8.0 28.0 7 378.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 8773.0 0.39 12447.0 27.0 1.00 2.0 0.36 True 3750.000000 220036936910323812CC698 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103833 10000 2013-10-03 244.24 1216.7616 565.44 651.3216 -40.47 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113451 D9F635567747343525C13DB 2012-08-26 NaN 60 Current NaT 0.29464 0.2684 0.2584 0.25200 0.1025 0.14950 3.0 D 6.0 7 AZ Tradesman - Mechanic Employed 45.0 True False NaN 2012-08-26 680.0 699.0 1990-12-31 7.0 5.0 19.0 4 113.0 1.0 3.0 1.0 79.0 0.0 0.0 0.0 2971.0 0.62 1397.0 16.0 0.68 1.0 0.13 True 4333.333333 816E3661549107890EA7609 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 74285 5500 2012-09-12 167.42 2831.1400 870.78 1960.3600 -57.80 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 86 50000.0 74999.0 Q3 2012
113456 E268356252047709868A92C 2012-11-20 NaN 60 Past Due (16-30 days) NaT 0.15752 0.1346 0.1246 0.12050 0.0299 0.09060 6.0 A 9.0 3 CT Other Employed 22.0 False False NaN 2012-11-20 740.0 759.0 2003-06-04 9.0 9.0 26.0 7 217.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 12086.0 0.22 42414.0 20.0 1.00 0.0 0.29 True 3566.666667 55423669070533313663AE0 NaN NaN NaN NaN NaN NaN NaN NaN 27 NaN 15 79105 25000 2012-12-11 574.73 7471.4900 3899.86 3571.6300 -261.08 -293.10 0.0 0.0 0.0 1.0000 0 0 0.0 396 25000.0 49999.0 Q4 2012
113457 E2683592170785572754387 2013-10-28 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 8.0 1 WA Skilled Labor Employed 258.0 False False NaN 2013-10-28 720.0 739.0 1999-09-01 11.0 8.0 17.0 6 376.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12916.0 0.79 2339.0 17.0 1.00 0.0 0.29 True 4583.333333 8AD336968124812966193A7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109125 10000 2013-11-07 332.10 993.0151 701.21 291.8051 -24.61 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113464 E28035775136282494C82CA 2013-04-20 NaN 36 Current NaT 0.14857 0.1203 0.1103 0.10610 0.0349 0.07120 6.0 A 9.0 1 AZ Accountant/CPA Employed 181.0 True False NaN 2013-04-20 720.0 739.0 2001-10-01 8.0 8.0 17.0 6 404.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 13425.0 0.64 7325.0 16.0 1.00 0.0 0.09 True 16666.666667 E19D3681259481974BAC353 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 89902 25000 2013-05-07 830.72 7476.4800 5417.97 2058.5100 -171.12 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 403 100000.0 100000.0 Q2 2013
113469 F63635469888977664FF5A1 2012-05-22 NaN 60 Current NaT 0.20705 0.1830 0.1730 0.17000 0.0420 0.12800 5.0 B 7.0 19 NJ Other Employed 42.0 False False NaN 2012-05-22 680.0 699.0 2006-12-26 10.0 10.0 12.0 10 209.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 8275.0 0.40 11925.0 12.0 1.00 0.0 0.29 True 2333.333333 7107365333020352179E3FF 1.0 6.0 6.0 0.0 0.0 5000.00 4339.91 -27.0 0 NaN 21 67651 11000 2012-06-11 281.13 5622.6000 2609.92 3012.6800 -164.60 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 15 25000.0 49999.0 Q2 2012
113471 F64E3521775235384194015 2011-07-29 NaN 36 Current NaT 0.20200 0.1799 0.1699 0.16690 0.0595 0.10740 5.0 B 8.0 2 CA Engineer - Electrical Employed 140.0 False False NaN 2011-07-29 680.0 699.0 1985-07-01 7.0 4.0 17.0 6 1786.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 53936.0 0.98 564.0 15.0 0.86 0.0 0.09 True 25000.000000 531F362716713583125A51F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 31 52287 11304 2011-08-16 408.61 12243.3000 8946.99 3296.3100 -183.22 0.00 0.0 0.0 0.0 0.7535 0 0 0.0 224 100000.0 100000.0 Q3 2011
113472 F64E3591041316393D7E202 2013-10-02 NaN 60 Current NaT 0.18965 0.1660 0.1560 0.14661 0.0624 0.08421 4.0 C 8.0 7 OH Professional Employed 52.0 False False NaN 2013-10-02 720.0 739.0 2006-09-25 8.0 8.0 12.0 7 244.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 8577.0 0.27 23083.0 12.0 1.00 1.0 0.18 True 4000.000000 7C293693989546483AFABBA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104543 15000 2013-10-04 369.57 1841.0281 839.67 1001.3581 -60.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113473 F6533589813511581C4BB24 2013-09-26 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 8.0 2 GA Tradesman - Mechanic Employed 73.0 True False NaN 2013-09-26 700.0 719.0 1989-09-01 10.0 10.0 36.0 10 291.0 1.0 3.0 1.0 0.0 8.0 0.0 0.0 13338.0 0.57 9862.0 34.0 0.94 1.0 0.12 True 10000.000000 49103693303741946B92AFB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 103389 18000 2013-10-01 628.39 5672.1362 4720.96 951.1762 -61.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113475 F6683575451524685C1A021 2013-04-06 NaN 36 Current NaT 0.24246 0.2049 0.1949 0.18080 0.0824 0.09840 4.0 C 4.0 1 FL Principal Employed 38.0 True False NaN 2013-04-06 660.0 679.0 1985-04-15 18.0 18.0 39.0 13 1435.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 44091.0 0.80 7674.0 29.0 0.93 2.0 0.17 True 20833.333333 5D903680569766936AE1A9D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88415 3500 2013-04-17 130.95 1279.5000 710.74 568.7600 -27.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 70 100000.0 100000.0 Q2 2013
113476 F66D36016722026443A20A7 2014-02-12 NaN 60 Current NaT 0.18938 0.1655 0.1555 0.14559 0.0674 0.07819 4.0 C 6.0 1 CA Medical Technician Employed 68.0 False False NaN 2014-02-12 660.0 679.0 1999-02-23 5.0 5.0 42.0 4 234.0 0.0 5.0 0.0 0.0 18.0 1.0 0.0 6200.0 0.61 3719.0 36.0 0.69 0.0 0.26 True 3083.333333 BDAA3706590430679BDD236 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132364 10000 2014-02-14 246.11 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 55 25000.0 49999.0 Q1 2014
113478 F6753598665209789B5DCBA 2014-01-09 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 GA Skilled Labor Employed 13.0 True False NaN 2014-01-09 680.0 699.0 1996-11-13 10.0 10.0 18.0 8 490.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 23953.0 0.82 5181.0 16.0 1.00 0.0 0.29 True 4500.000000 313137040157385269D63E9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127534 15000 2014-01-17 486.76 486.7600 354.39 132.3700 -12.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 186 50000.0 74999.0 Q1 2014
113480 F6783599269313842682931 2014-01-03 NaN 36 Current NaT 0.21648 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 7.0 1 NC Professional Employed 194.0 True False NaN 2014-01-03 700.0 719.0 1999-01-06 29.0 28.0 53.0 26 1199.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24244.0 0.42 26274.0 51.0 1.00 4.0 0.51 True 6000.000000 99123703143220302A8B4A4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127298 15000 2014-01-21 541.91 534.5333 313.23 221.3033 -12.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113482 F6883575791281014DA4C51 2013-04-10 NaN 36 Current NaT 0.23530 0.1979 0.1879 0.17490 0.0774 0.09750 4.0 C 5.0 1 CA Professional Employed 52.0 False False NaN 2013-04-09 660.0 679.0 2002-03-20 8.0 6.0 10.0 3 146.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 5015.0 0.88 583.0 10.0 0.80 0.0 0.21 True 4333.333333 CD6A3679823876963625319 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88026 7000 2013-04-16 259.40 2853.4000 1775.29 1078.1100 -54.47 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113483 DA0D3599616243126AF7E18 2014-01-22 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 3.0 1 WA Executive Employed 179.0 True False NaN 2014-01-22 640.0 659.0 1991-04-03 8.0 7.0 30.0 3 115.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 4303.0 1.02 0.0 26.0 0.80 0.0 0.07 True 17250.000000 697F37041090476705A51F0 1.0 11.0 10.0 1.0 0.0 8000.00 6038.77 NaN 0 NaN 2 128899 5000 2014-01-24 196.01 196.7205 118.01 78.7105 -3.42 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113484 DA0E35968463133077AAA63 2013-12-13 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 6.0 1 NC Professional Employed 301.0 True False NaN 2013-12-13 740.0 759.0 1981-04-01 12.0 10.0 22.0 7 394.0 2.0 3.0 0.0 0.0 0.0 0.0 0.0 16267.0 0.42 22133.0 20.0 1.00 3.0 0.24 True 6416.666667 15B53701915077078235570 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123205 15000 2013-12-20 483.30 962.5315 717.36 245.1715 -25.18 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113486 DA1F3524408616742EDFE28 2011-08-24 NaN 36 Current NaT 0.35643 0.3199 0.3099 0.29170 0.1650 0.12670 1.0 HR 2.0 1 IL Sales - Retail Employed 28.0 True False NaN 2011-08-24 680.0 699.0 1996-10-09 5.0 5.0 26.0 4 353.0 3.0 4.0 0.0 0.0 3.0 0.0 0.0 9979.0 0.96 349.0 22.0 0.77 0.0 1.05 True 441.666667 F6C23627395030824323DBF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 31 52694 2500 2011-08-30 108.87 3266.1000 1899.84 1366.2600 -42.70 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q3 2011
113487 DA233596513349274850297 2013-11-26 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 8.0 1 PA Computer Programmer Employed 157.0 True False NaN 2013-11-26 680.0 699.0 2006-08-21 9.0 9.0 14.0 8 635.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26993.0 0.94 1207.0 13.0 1.00 0.0 0.14 True 7175.000000 F4D336999686736762A614D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 118695 3000 2013-12-03 98.77 295.3738 213.95 81.4238 -7.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113488 DA2835750286659893E5065 2013-04-08 NaN 36 Current NaT 0.29537 0.2566 0.2466 0.22540 0.1175 0.10790 3.0 D 3.0 18 GA Other Employed 272.0 True False NaN 2013-04-08 680.0 699.0 1986-04-07 10.0 8.0 33.0 6 172.0 3.0 5.0 0.0 0.0 13.0 0.0 0.0 4413.0 0.57 2639.0 25.0 0.81 0.0 0.14 True 7250.000000 683736797573403012C26F3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 87804 6500 2013-04-11 260.71 2607.1000 1364.22 1242.8800 -48.43 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 88 75000.0 99999.0 Q2 2013
113489 DA2A3594114250169BE3F4B 2013-11-04 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 5.0 1 OR Retail Management Employed 55.0 False False NaN 2013-11-04 700.0 719.0 2001-05-26 8.0 8.0 20.0 6 995.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 34125.0 0.98 779.0 18.0 1.00 0.0 0.26 True 8333.333333 474A3697653693652851B55 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 108750 25000 2013-11-06 629.41 1888.2300 791.08 1097.1500 -62.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 135 100000.0 100000.0 Q4 2013
113490 DA373546870552278C00CF0 2012-05-13 NaN 36 Current NaT 0.25259 0.2148 0.2048 0.20000 0.0890 0.11100 4.0 C 7.0 1 OH Engineer - Electrical Employed 8.0 False False NaN 2012-05-13 660.0 679.0 2007-04-27 12.0 9.0 20.0 8 284.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 7375.0 0.41 7340.0 19.0 1.00 0.0 NaN False 416.666667 CF6E36511715634241637E3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 22 66957 5000 2012-05-30 189.61 3981.8100 2523.46 1458.3500 -67.89 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 86 1.0 24999.0 Q2 2012
113491 DA3A359062811862536B703 2013-10-03 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 2.0 2 FL Professional Employed 44.0 True False NaN 2013-10-03 640.0 659.0 1999-07-24 3.0 3.0 11.0 1 15.0 1.0 6.0 0.0 0.0 5.0 1.0 0.0 460.0 0.92 40.0 10.0 0.80 1.0 0.13 True 7500.000000 A9163694583861218C4AE98 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104322 4000 2013-10-07 172.76 687.6055 279.50 408.1055 -13.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113492 E2823532126735058D7AE44 2011-11-15 NaN 36 Current NaT 0.35132 0.3149 0.3049 0.29090 0.1470 0.14390 2.0 E 5.0 7 OR Police Officer/Correction Officer Employed 182.0 False False NaN 2011-11-15 660.0 679.0 1998-05-26 9.0 4.0 17.0 1 44.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 1919.0 0.95 81.0 17.0 0.82 1.0 0.28 True 5000.000000 BD1D3635534774357532B71 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 28 56371 2000 2011-11-21 86.54 2336.5800 1312.25 1024.3300 -32.54 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 25 50000.0 74999.0 Q4 2011
113493 E286358211363717537F2E3 2013-06-14 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 3.0 1 MT Professional Employed 225.0 True False NaN 2013-06-14 680.0 699.0 1988-10-26 9.0 9.0 22.0 8 644.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 17844.0 0.91 1232.0 18.0 1.00 1.0 0.26 True 4083.333333 3CE93686081867714C15D47 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93299 15000 2013-06-18 434.31 3464.4855 1102.93 2361.5555 -97.54 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
113497 E29C3604240385461929FA5 2014-02-24 NaN 36 Current NaT 0.23375 0.1960 0.1860 0.17157 0.0925 0.07907 3.0 D 3.0 1 TX Clerical Employed 42.0 False False NaN 2014-02-24 700.0 719.0 1988-11-01 9.0 9.0 20.0 8 391.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 12093.0 0.55 9607.0 14.0 1.00 2.0 0.41 True 2083.333333 E8983707564812960468614 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133083 4000 2014-02-26 147.84 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113499 E2A13536242745521CD3B78 2012-01-22 NaN 36 Current NaT 0.23990 0.2024 0.1924 0.18790 0.0850 0.10290 4.0 C 4.0 1 MD Computer Programmer Employed 197.0 True False NaN 2012-01-22 680.0 699.0 1989-11-07 23.0 21.0 48.0 13 1052.0 2.0 4.0 2.0 525.0 0.0 0.0 0.0 29215.0 0.62 17441.0 43.0 0.84 0.0 0.15 True 10600.000000 0FB43641634893082862C4D 1.0 23.0 22.0 1.0 0.0 2000.00 846.36 9.0 0 NaN 26 59474 8000 2012-01-26 298.29 7412.2500 4970.42 2441.8300 -120.62 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 100000.0 100000.0 Q1 2012
113504 F669355819965905184BC01 2012-09-10 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 6.0 1 NV Professional Employed 64.0 False False NaN 2012-09-10 640.0 659.0 1994-03-01 6.0 5.0 19.0 5 195.0 0.0 4.0 0.0 0.0 1.0 0.0 0.0 4645.0 0.86 573.0 16.0 0.76 0.0 0.23 True 3750.000000 F0CD3661121373091FDFB7F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 74480 4000 2012-09-14 173.71 2953.0700 1431.41 1521.6600 -47.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 40 25000.0 49999.0 Q3 2012
113506 F6733581205917431716FEB 2013-06-19 NaN 60 Current NaT 0.24282 0.2179 0.2079 0.19320 0.0799 0.11330 4.0 C 5.0 1 OH Truck Driver Employed 160.0 False False NaN 2013-06-19 680.0 699.0 1982-05-01 24.0 14.0 30.0 13 435.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 12893.0 0.64 6078.0 30.0 1.00 1.0 0.38 True 4083.333333 8DD43686472427230897798 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93240 10000 2013-06-21 275.00 2200.0000 786.77 1413.2300 -64.86 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 98 25000.0 49999.0 Q2 2013
113507 F67635576421779452E1769 2012-09-12 NaN 36 Past Due (61-90 days) NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 4.0 2 CA Other Other 483.0 True False NaN 2012-09-12 700.0 719.0 1977-09-29 36.0 35.0 59.0 34 1707.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 40342.0 0.88 2867.0 53.0 0.94 0.0 0.37 True 8333.333333 D79436612244290960E63A4 NaN NaN NaN NaN NaN NaN NaN NaN 83 NaN 18 74510 4000 2012-09-17 173.71 2431.9400 1131.94 1300.0000 -40.93 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 60 100000.0 100000.0 Q3 2012
113509 F67A3573054360608109553 2013-03-08 NaN 60 Past Due (16-30 days) NaT 0.31293 0.2862 0.2762 0.25190 0.1275 0.12440 2.0 E 2.0 1 OH Food Service Employed 34.0 False False NaN 2013-03-08 640.0 659.0 2007-07-10 5.0 5.0 12.0 5 125.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 2555.0 0.33 3000.0 11.0 1.00 0.0 0.55 True 833.333333 73783677290686900328FAE 1.0 16.0 4.0 12.0 0.0 4500.00 2030.05 -45.0 26 NaN 12 86341 2000 2013-03-12 63.02 633.4900 90.39 543.1000 -3.35 -43.41 0.0 0.0 0.0 1.0000 0 0 0.0 25 1.0 24999.0 Q1 2013
113511 F6903538959276887AA3DCC 2012-02-07 NaN 60 Current NaT 0.14766 0.1296 0.1196 0.11920 0.0200 0.09920 6.0 A 8.0 3 IN Postal Service Full-time 129.0 True False NaN 2012-02-07 720.0 739.0 1989-03-01 15.0 13.0 43.0 9 1159.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 39435.0 0.70 15891.0 34.0 0.97 0.0 0.30 True 4666.666667 82E13642579347392E859B9 1.0 35.0 35.0 0.0 0.0 2500.00 0.00 72.0 0 NaN 25 60755 7000 2012-02-21 159.13 3819.1200 2273.55 1545.5700 -119.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 131 50000.0 74999.0 Q1 2012
113512 F6913596928452114E03675 2013-12-02 NaN 36 Current NaT 0.28595 0.2474 0.2374 0.21664 0.1225 0.09414 2.0 E 3.0 1 OK NaN Other 0.0 False False NaN 2013-12-02 660.0 679.0 1979-04-10 4.0 4.0 24.0 3 142.0 0.0 1.0 0.0 0.0 31.0 1.0 0.0 4030.0 0.93 79.0 20.0 0.80 1.0 0.41 True 1666.666667 57353700105741335028D19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121987 4000 2013-12-16 158.49 314.2688 150.45 163.8188 -6.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q4 2013
113514 F6A93595360099986A0B344 2013-12-02 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 8.0 1 IN Skilled Labor Employed 191.0 True False NaN 2013-12-02 680.0 699.0 1999-11-22 8.0 8.0 21.0 7 423.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 11081.0 0.65 5746.0 19.0 0.89 0.0 0.18 True 4500.000000 C5373700168330140CC2B3D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 119556 12000 2013-12-06 400.81 1202.4300 843.95 358.4800 -28.93 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113516 F6B03564108853156B57900 2012-12-06 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.27990 0.1625 0.11740 1.0 HR 6.0 1 NY Other Employed 309.0 False False NaN 2012-12-06 640.0 659.0 1989-06-12 1.0 1.0 6.0 1 25.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 787.0 0.98 13.0 6.0 0.33 0.0 0.07 True 2666.666667 E9F63669225590356B777A8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 15 79254 4000 2012-12-21 173.71 2431.9400 1128.69 1303.2500 -41.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 80 25000.0 49999.0 Q4 2012
113522 DA51357205922776174DFD4 2013-03-04 NaN 60 Current NaT 0.15629 0.1334 0.1234 0.11810 0.0399 0.07820 6.0 A 9.0 18 NY Other Employed 53.0 False False NaN 2013-03-04 660.0 679.0 1986-09-01 9.0 9.0 34.0 5 771.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 22855.0 0.72 7923.0 34.0 0.97 0.0 0.30 True 6666.666667 81673676588547748648AAF 3.0 43.0 42.0 1.0 0.0 9500.00 2266.74 47.0 0 NaN 12 86018 3500 2013-03-06 80.25 882.7500 477.88 404.8700 -30.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 23 75000.0 99999.0 Q1 2013
113524 DA6C35520799330683B6391 2012-07-17 NaN 36 Current NaT 0.12427 0.0964 0.0864 0.08620 0.0200 0.06620 6.0 A 9.0 15 FL Professional Employed 57.0 False False NaN 2012-07-17 780.0 799.0 1980-10-01 7.0 5.0 17.0 4 174.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 9413.0 0.14 53689.0 14.0 1.00 0.0 0.26 True 4583.333333 483A3656835439196D13765 1.0 26.0 26.0 0.0 0.0 5400.00 0.00 10.0 0 NaN 20 71039 15000 2012-07-24 481.48 9148.1200 7371.41 1776.7100 -184.32 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 158 50000.0 74999.0 Q3 2012
113525 DA7B354222393421102FE8D 2012-03-21 NaN 60 Current NaT 0.29680 0.2705 0.2605 0.25400 0.0990 0.15500 3.0 D 5.0 3 AL Executive Employed 46.0 False False NaN 2012-03-21 620.0 639.0 1983-01-01 9.0 8.0 14.0 7 147.0 1.0 7.0 0.0 0.0 6.0 3.0 2.0 2054.0 0.59 203.0 12.0 1.00 1.0 0.26 True 5000.000000 5F3B3645572363519B306ED 1.0 13.0 13.0 0.0 0.0 7000.00 5077.77 -31.0 0 NaN 24 62447 15000 2012-03-23 458.48 10545.0400 3545.89 6999.1500 -258.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 16 50000.0 74999.0 Q1 2012
113527 D89C35838062187017B48CD 2013-07-07 NaN 36 Current NaT 0.25371 0.2159 0.2059 0.19030 0.0899 0.10040 4.0 C 3.0 1 MA Administrative Assistant Full-time 215.0 False False NaN 2013-07-07 660.0 679.0 1996-08-14 16.0 16.0 33.0 14 339.0 3.0 10.0 0.0 0.0 1.0 0.0 0.0 6718.0 0.29 14643.0 30.0 0.86 3.0 0.24 True 4500.000000 506C3687468821259F2BEC6 3.0 33.0 32.0 1.0 0.0 7000.00 2329.24 -67.0 0 NaN 8 94746 6000 2013-07-09 227.87 1595.0900 878.78 716.3100 -33.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 74 50000.0 74999.0 Q3 2013
113530 D8A33554591947723C90F39 2012-08-13 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1675 0.12210 1.0 HR 3.0 14 MA Bus Driver Self-employed 112.0 False False NaN 2012-08-13 680.0 699.0 1999-12-30 2.0 2.0 8.0 2 20.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 45212.0 0.89 5288.0 8.0 1.00 0.0 NaN False 1666.666667 D9FC36586713449621DED18 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72675 4000 2012-08-27 173.71 3111.7800 1490.32 1621.4600 -44.96 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 13 1.0 24999.0 Q3 2012
113534 D8C53588426633809143E06 2013-08-26 NaN 60 Current NaT 0.28386 0.2579 0.2479 0.22740 0.1075 0.11990 3.0 D 3.0 1 IL Medical Technician Employed 433.0 True False NaN 2013-08-26 700.0 719.0 1977-12-24 10.0 10.0 43.0 13 536.0 1.0 7.0 0.0 0.0 20.0 1.0 0.0 19089.0 0.76 4415.0 39.0 0.69 1.0 0.17 True 5666.666667 69033692700157471F1A022 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101661 10000 2013-09-19 298.16 1490.8000 428.29 1062.5100 -41.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 109 50000.0 74999.0 Q3 2013
113535 D8C9360406989332196E24E 2014-02-23 NaN 60 Current NaT 0.12535 0.1029 0.0929 0.08974 0.0299 0.05984 6.0 A 10.0 3 CT Social Worker Employed 136.0 True False NaN 2014-02-23 840.0 859.0 1994-02-16 10.0 10.0 38.0 7 163.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 606.0 0.00 25273.0 37.0 1.00 0.0 0.28 True 8333.333333 1FEC37084106446055F6B7A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135062 25000 2014-03-07 534.75 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113536 D8D935917795965276D960B 2013-10-08 NaN 36 Current NaT 0.30182 0.2629 0.2529 0.23057 0.1275 0.10307 2.0 E 5.0 1 FL Other Employed 41.0 False False NaN 2013-10-08 640.0 659.0 1997-08-25 6.0 6.0 19.0 4 159.0 2.0 3.0 2.0 165.0 3.0 0.0 0.0 4789.0 0.76 1049.0 9.0 0.90 0.0 0.05 True 10000.000000 852F3694409624787FC5728 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104883 3500 2013-10-10 141.56 563.7190 264.85 298.8690 -11.46 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113537 D8DC3596935880483F6B9B5 2013-12-13 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 10.0 1 CA Construction Employed 251.0 True False NaN 2013-11-26 700.0 719.0 1990-02-01 6.0 6.0 21.0 5 1245.0 0.0 6.0 1.0 3150.0 5.0 0.0 0.0 42235.0 0.28 107565.0 20.0 0.95 1.0 0.31 True 5525.000000 A7BE3700778597801E16916 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123916 15000 2013-12-26 479.09 954.3581 724.07 230.2881 -25.17 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113538 D8EE3603349237109F7B026 2014-03-03 NaN 60 Current NaT 0.23498 0.2100 0.2000 0.18367 0.1025 0.08117 3.0 D 3.0 1 NC Professional Employed 84.0 False False NaN 2014-03-03 680.0 699.0 1983-08-01 18.0 16.0 28.0 15 2211.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 80750.0 0.98 862.0 26.0 1.00 0.0 0.31 True 10000.000000 321737067634376961EFCD1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134798 10000 2014-03-05 270.53 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113539 D8EF357834674329867E211 2013-05-04 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 3.0 1 TX Truck Driver Employed 250.0 True False NaN 2013-06-16 740.0 759.0 1980-09-05 22.0 20.0 64.0 17 412.0 1.0 8.0 1.0 24.0 0.0 0.0 0.0 10313.0 0.27 25935.0 60.0 0.98 1.0 0.62 True 3333.333333 ACAF3685281691747EC778B 1.0 12.0 12.0 0.0 0.0 13500.00 9508.84 -66.0 0 NaN 9 93337 4000 2013-06-18 172.76 1436.5600 651.14 785.4200 -25.06 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 74 25000.0 49999.0 Q2 2013
113540 D8FB3568594478424439A00 2013-01-25 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 10.0 1 FL Other Employed 54.0 False False NaN 2013-01-25 700.0 719.0 1995-04-01 14.0 11.0 28.0 5 177.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 7425.0 0.15 37280.0 25.0 0.96 0.0 0.41 True 4833.333333 71BD3672956554768B6F027 3.0 42.0 42.0 0.0 0.0 19980.00 5792.18 -8.0 0 NaN 14 83598 12443 2013-01-31 399.98 5202.0200 4130.94 1071.0800 -109.96 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 238 50000.0 74999.0 Q1 2013
113542 D9073595550050710A52FCE 2013-12-05 NaN 36 Current NaT 0.23438 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 CA Other Employed 91.0 False False NaN 2013-12-05 640.0 659.0 2005-05-01 5.0 5.0 9.0 3 219.0 0.0 1.0 0.0 0.0 7.0 1.0 0.0 3508.0 0.73 1242.0 9.0 0.77 0.0 0.26 True 3333.333333 072D36995540144079D149D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121091 8000 2013-12-12 296.09 596.6722 361.90 234.7722 -12.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113543 D90835899893556287365E8 2013-09-25 NaN 36 Current NaT 0.20984 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 4.0 1 NC Other Employed 155.0 True False NaN 2013-09-25 680.0 699.0 2000-09-07 11.0 11.0 22.0 6 244.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 8675.0 0.70 3019.0 21.0 0.90 0.0 0.31 True 6666.666667 7A9436949972856021A2FF4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103915 9000 2013-09-30 322.22 1300.7242 697.72 603.0042 -34.18 -54.78 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q3 2013
113545 FB453570185084936888008 2013-02-15 NaN 36 Current NaT 0.25013 0.2124 0.2024 0.18730 0.0874 0.09990 4.0 C 6.0 15 IL Sales - Commission Employed 60.0 False False NaN 2013-02-07 660.0 679.0 1979-11-19 5.0 5.0 19.0 4 120.0 1.0 4.0 1.0 7461.0 5.0 1.0 0.0 4153.0 0.72 1597.0 16.0 0.81 2.0 NaN False 4250.000000 209F367573045591681F467 2.0 47.0 46.0 1.0 0.0 9000.00 2784.88 -55.0 0 NaN 13 85152 3500 2013-02-20 132.29 1587.4800 932.72 654.7600 -30.83 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 63 50000.0 74999.0 Q1 2013
113549 FB7B35939168706874CCD94 2013-11-14 NaN 36 Current NaT 0.15324 0.1249 0.1149 0.11024 0.0374 0.07284 6.0 A 7.0 1 FL Other Employed 23.0 False False NaN 2013-11-14 720.0 739.0 2004-12-06 5.0 5.0 9.0 4 129.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 9259.0 0.56 7141.0 9.0 1.00 0.0 0.12 True 4750.000000 BF8936972837375362898BF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110948 4500 2013-11-18 150.52 1701.0400 1580.99 120.0500 -9.62 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 7 50000.0 74999.0 Q4 2013
113553 FBA035994083212561DCAE0 2014-01-06 NaN 60 Current NaT 0.17685 0.1535 0.1435 0.13507 0.0599 0.07517 5.0 B 8.0 1 NM Other Employed 171.0 True False NaN 2013-12-08 660.0 679.0 1995-06-22 7.0 7.0 28.0 6 287.0 0.0 3.0 0.0 0.0 16.0 1.0 0.0 8295.0 0.55 5993.0 23.0 0.83 2.0 0.22 True 2916.666667 812837030769975186B28FF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125037 10000 2014-01-09 239.74 235.5345 109.37 126.1645 -8.49 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113555 CA4F3521831757569513D5C 2011-07-18 NaN 36 Current NaT 0.30532 0.2699 0.2599 0.25340 0.1120 0.14140 3.0 D 5.0 6 PA Laborer Self-employed 23.0 True False NaN 2011-07-18 780.0 799.0 2001-04-01 15.0 13.0 35.0 13 245.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 253.0 0.00 18800.0 33.0 0.96 0.0 NaN False 2500.000000 23853625386283834A73A47 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 32 51879 6000 2011-07-29 244.92 7592.5200 4840.71 2751.8100 -101.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 4 25000.0 49999.0 Q3 2011
113556 CA4F359787307365173D956 2013-12-27 NaN 36 Current NaT 0.27776 0.2394 0.2294 0.20961 0.1175 0.09211 3.0 D 2.0 14 TX Sales - Retail Employed 156.0 True False NaN 2013-12-27 640.0 659.0 2005-12-27 4.0 4.0 11.0 2 40.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 441.0 0.55 134.0 7.0 0.87 0.0 0.06 True 7083.333333 96D33703026149017A044A7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125086 4000 2014-01-03 156.81 310.9964 160.22 150.7764 -6.41 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113557 CA6235833074823272E9B77 2013-07-17 NaN 60 Current NaT 0.31293 0.2862 0.2762 0.25190 0.1275 0.12440 2.0 E 4.0 1 FL Administrative Assistant Employed 105.0 True False NaN 2013-07-17 760.0 779.0 1998-01-24 11.0 12.0 25.0 10 656.0 0.0 3.0 1.0 110.0 0.0 0.0 0.0 32442.0 0.23 93703.0 21.0 0.95 0.0 0.42 True 2916.666667 02593688502029442FAD780 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 95844 4000 2013-07-19 126.04 879.1436 223.58 655.5636 -23.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113558 CA643590677736019B00541 2013-10-06 NaN 36 Current NaT 0.26917 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 3.0 1 FL Clerical Employed 172.0 True False NaN 2013-10-06 660.0 679.0 1993-11-30 8.0 8.0 23.0 7 263.0 1.0 4.0 0.0 0.0 23.0 1.0 0.0 7005.0 0.73 2465.0 21.0 0.61 2.0 0.11 True 3583.333333 2D4136957465119385C89B3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105902 2000 2013-10-15 77.52 308.8142 158.97 149.8442 -6.54 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113559 CA6A3528492149088C14B46 2011-10-11 NaN 36 Current NaT 0.35132 0.3149 0.3049 0.29090 0.1470 0.14390 2.0 E 5.0 1 FL Clerical Employed 274.0 True False NaN 2011-10-11 680.0 699.0 1983-08-16 10.0 10.0 29.0 11 1353.0 0.0 1.0 0.0 0.0 2.0 0.0 0.0 48311.0 0.82 9987.0 25.0 0.96 1.0 NaN False 18.333333 66113632781249726963101 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 29 54792 3000 2011-10-24 129.82 3634.9600 2068.67 1566.2900 -49.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 34 1.0 24999.0 Q4 2011
113560 CA6C3576484764204280E06 2013-04-18 NaN 36 Current NaT 0.30285 0.2639 0.2539 0.23180 0.1225 0.10930 2.0 E 2.0 1 NY Civil Service Employed 122.0 True False NaN 2013-04-18 640.0 659.0 1994-07-07 13.0 13.0 30.0 7 646.0 3.0 6.0 0.0 0.0 0.0 0.0 0.0 29499.0 0.92 2581.0 21.0 0.95 0.0 0.26 True 7500.000000 23AE3680690776396755F52 1.0 10.0 10.0 0.0 0.0 15000.00 11591.42 -35.0 0 NaN 11 89182 4000 2013-04-25 161.99 1619.9000 813.10 806.8000 -30.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 75000.0 99999.0 Q2 2013
113561 CA7735876014181644CEAEB 2013-09-06 NaN 60 Current NaT 0.19681 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 7.0 1 NJ Executive Employed 194.0 True False NaN 2013-09-06 720.0 739.0 1993-08-01 17.0 16.0 27.0 14 2388.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 184419.0 0.98 2455.0 27.0 1.00 0.0 0.20 True 19166.666667 DDB53693113513118650EB9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 101884 14000 2013-09-16 350.20 1744.3644 757.76 986.6044 -57.42 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q3 2013
113562 CA7B35620522411643C0D5C 2012-11-13 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.27990 0.1625 0.11740 1.0 HR 4.0 1 ID Administrative Assistant Employed 11.0 True False NaN 2012-11-13 780.0 799.0 1994-08-31 24.0 24.0 78.0 6 560.0 2.0 6.0 0.0 0.0 0.0 0.0 0.0 20108.0 0.74 6993.0 56.0 1.00 1.0 0.36 True 7083.333333 7069366961109626717B9D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 15 79058 3500 2012-12-07 151.99 2127.8600 987.49 1140.3700 -35.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 70 75000.0 99999.0 Q4 2012
113565 C20635904379549240FC861 2013-10-04 NaN 60 Current NaT 0.16294 0.1399 0.1299 0.12380 0.0449 0.07890 5.0 B 9.0 1 AZ Professional Employed 207.0 True False NaN 2013-10-04 720.0 739.0 1997-04-05 16.0 16.0 26.0 12 632.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 18266.0 0.44 11871.0 20.0 1.00 0.0 0.20 True 13333.333333 13CA36958418622769F93BE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105098 25000 2013-10-09 581.58 2326.3200 1168.28 1158.0400 -82.77 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 442 100000.0 100000.0 Q4 2013
113569 C2233593591163080FFBA79 2013-11-14 NaN 60 Current NaT 0.30337 0.2769 0.2669 0.24294 0.1375 0.10544 2.0 E 2.0 1 OK Other Employed 34.0 True False NaN 2013-11-14 700.0 719.0 1995-04-22 12.0 12.0 27.0 8 700.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 24689.0 0.80 5733.0 24.0 0.91 3.0 0.51 True 3750.000000 51CF369727579319064EAAB 1.0 12.0 12.0 0.0 0.0 10000.00 8973.69 NaN 0 NaN 4 111763 10000 2013-11-18 309.49 928.4700 236.17 692.3000 -25.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 118 25000.0 49999.0 Q4 2013
113570 C22535966969728572503D2 2013-12-14 NaN 36 Current NaT 0.09030 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 11.0 1 CT Attorney Employed 240.0 True False NaN 2013-12-14 720.0 739.0 1986-09-03 17.0 17.0 30.0 15 1334.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 75940.0 0.35 138635.0 30.0 1.00 0.0 0.20 True 12916.666667 5AF93701565634705B7DE94 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123397 20000 2013-12-23 623.87 1247.7400 989.72 258.0200 -33.56 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 313 100000.0 100000.0 Q4 2013
113571 C23E360139586351521918B 2014-02-02 NaN 60 Current NaT 0.20372 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 4.0 1 TX Sales - Commission Employed 64.0 True False NaN 2014-02-02 680.0 699.0 1992-05-28 16.0 16.0 35.0 15 1734.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 56812.0 0.76 17031.0 29.0 1.00 2.0 0.27 True 8666.666667 8BBB37064295078517953D4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134221 25000 2014-02-26 634.16 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 51 100000.0 100000.0 Q1 2014
113572 DF8635741079282396E8E19 2013-03-18 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 4.0 1 NC Clergy Employed 117.0 False False NaN 2013-02-27 680.0 699.0 1994-09-15 10.0 10.0 35.0 9 549.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 15148.0 0.79 2751.0 17.0 0.94 0.0 0.74 True 1937.750000 B9D33676713721584113B19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 86574 4000 2013-03-21 172.76 1900.3600 849.09 1051.2700 -33.54 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 71 1.0 24999.0 Q1 2013
113574 DF8D35640212903606A0198 2012-12-07 NaN 36 Current NaT 0.09736 0.0839 0.0739 0.07230 0.0174 0.05490 7.0 AA 8.0 1 SC Other Employed 70.0 True False NaN 2012-12-07 780.0 799.0 1991-02-05 9.0 9.0 29.0 10 1659.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 42463.0 0.36 73837.0 27.0 0.96 0.0 0.44 True 4166.666667 2477367099278180583C5CE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 15 79699 5000 2012-12-26 157.58 4076.2300 3781.68 294.5500 -35.11 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 72 50000.0 74999.0 Q4 2012
113575 DF9435271549210325CE829 2011-09-21 NaN 36 Past Due (1-15 days) NaT 0.35643 0.3199 0.3099 0.29570 0.1470 0.14870 2.0 E 4.0 1 NC Other Other 99.0 True False NaN 2011-09-21 660.0 679.0 1990-07-16 19.0 15.0 51.0 11 328.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 37605.0 0.89 4255.0 49.0 1.00 0.0 0.53 True 3779.250000 46AE3632113003428DB5C06 NaN NaN NaN NaN NaN NaN NaN NaN 10 NaN 30 53936 7500 2011-09-29 326.62 9130.3600 5036.72 4093.6400 -126.44 -163.32 0.0 0.0 0.0 1.0000 0 0 0.0 85 25000.0 49999.0 Q3 2011
113579 DFA43572669124938AFCCDC 2013-02-25 NaN 60 Current NaT 0.22283 0.1984 0.1884 0.17650 0.0674 0.10910 4.0 C 5.0 11 IL Other Employed 69.0 True False NaN 2013-02-25 760.0 779.0 1983-10-08 9.0 8.0 18.0 4 0.0 2.0 3.0 0.0 0.0 0.0 0.0 0.0 14906.0 0.91 1394.0 14.0 1.00 1.0 0.10 True 6368.750000 631C36747983996668C3F70 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 13 85718 4000 2013-02-27 105.62 1267.4400 520.44 747.0000 -37.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 37 75000.0 99999.0 Q1 2013
113581 D9273546759714658D3195E 2012-05-11 NaN 60 Current NaT 0.17849 0.1551 0.1451 0.14450 0.0330 0.11150 6.0 A 9.0 16 WA Computer Programmer Employed 7.0 False False NaN 2012-05-11 720.0 739.0 2003-02-26 6.0 6.0 7.0 6 162.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 4128.0 0.28 9836.0 6.0 1.00 0.0 0.13 True 2166.666667 89BE365154084172854296F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 22 65763 5000 2012-05-15 120.29 2555.8000 1383.46 1172.3400 -75.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 26 25000.0 49999.0 Q2 2012
113582 D92B35897234019886CC11C 2013-09-13 NaN 60 Current NaT 0.25625 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 3.0 3 CA Other Self-employed 96.0 True False NaN 2013-09-13 740.0 759.0 1991-12-01 8.0 7.0 19.0 4 503.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 22085.0 0.73 8115.0 18.0 1.00 0.0 0.50 False 3166.666667 58C236942097229096237BB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103234 8500 2013-09-25 240.11 1195.1705 392.71 802.4605 -34.97 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113583 D9383598728595152797428 2014-01-01 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 4.0 1 NC Teacher Employed 365.0 True False NaN 2014-01-01 660.0 679.0 1981-03-31 3.0 3.0 22.0 2 28.0 1.0 1.0 4.0 0.0 2.0 1.0 0.0 985.0 0.65 515.0 18.0 0.88 1.0 0.07 True 4100.000000 94C7370231619232735EDEA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 125130 7500 2014-01-09 263.12 259.8632 162.16 97.7032 -6.37 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113584 D93D3595337916279E91057 2013-11-25 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 8.0 1 DC Military Officer Employed 81.0 True False NaN 2013-11-25 760.0 779.0 1993-11-13 14.0 14.0 32.0 13 702.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 19666.0 0.31 38634.0 29.0 1.00 1.0 0.30 True 9166.666667 4BBF369908785110645DC19 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 119087 20000 2013-11-29 638.79 1911.2741 1463.90 447.3741 -48.65 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113585 D94A35554503872282FAE95 2012-08-16 NaN 36 Current NaT 0.21434 0.1774 0.1674 0.16360 0.0649 0.09870 4.0 C 3.0 1 CA Skilled Labor Full-time 109.0 True False NaN 2012-08-16 720.0 739.0 1977-07-30 24.0 20.0 46.0 16 1913.0 0.0 1.0 0.0 0.0 6.0 0.0 0.0 66989.0 0.82 8794.0 44.0 0.93 0.0 0.58 True 5916.666667 8F5D3660523294689ABBB87 1.0 9.0 9.0 0.0 0.0 4000.00 3324.29 2.0 0 NaN 19 73589 15000 2012-08-31 540.33 9695.9400 6483.81 3212.1300 -181.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 130 50000.0 74999.0 Q3 2012
113586 D9523598634093725C573FA 2013-12-21 NaN 36 Current NaT 0.18275 0.1465 0.1365 0.12898 0.0549 0.07408 5.0 B 7.0 1 FL Other Employed 111.0 False False NaN 2013-12-21 660.0 679.0 1995-12-01 4.0 4.0 15.0 4 183.0 0.0 3.0 4.0 10700.0 6.0 1.0 0.0 3926.0 0.62 2324.0 12.0 0.78 0.0 0.25 True 4666.666667 68A4370152976162615E082 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124072 13500 2013-12-27 465.67 2502.6800 2153.40 349.2800 -23.85 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 219 50000.0 74999.0 Q4 2013
113587 D9573572295298359836305 2013-02-20 NaN 60 Current NaT 0.25102 0.2259 0.2159 0.20010 0.0849 0.11520 4.0 C 4.0 2 FL Nurse (RN) Employed 75.0 False False NaN 2013-02-20 720.0 739.0 2005-04-13 4.0 4.0 9.0 2 20.0 0.0 1.0 1.0 0.0 1.0 1.0 0.0 0.0 0.00 0.0 9.0 0.88 0.0 0.18 True 6666.666667 8473367688448877066CF10 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 85620 15000 2013-03-01 419.33 5031.9600 1821.35 3210.6100 -142.12 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 97 75000.0 99999.0 Q1 2013
113589 D9683571335371262527B9B 2013-02-07 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 2.0 1 TN Other Employed 93.0 True False NaN 2013-02-07 660.0 679.0 1985-07-16 12.0 10.0 19.0 8 623.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 21472.0 0.77 5386.0 19.0 1.00 1.0 0.28 True 5000.000000 549836749928647018A9746 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 13 85166 4000 2013-02-11 163.56 1962.7200 998.03 964.6900 -35.56 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 74 50000.0 74999.0 Q1 2013
113594 D98A3536678229429E4B359 2012-01-19 NaN 36 Current NaT 0.28339 0.2449 0.2349 0.22910 0.1050 0.12410 3.0 D 3.0 15 MN Other Employed 55.0 True False NaN 2012-01-19 660.0 679.0 2000-11-10 10.0 4.0 36.0 3 55.0 2.0 3.0 1.0 751.0 39.0 0.0 0.0 788.0 0.00 0.0 32.0 0.68 2.0 0.19 True 2916.666667 B99D3641087014764C62402 1.0 35.0 34.0 1.0 0.0 2000.00 0.00 18.0 0 NaN 26 59245 4500 2012-01-24 177.71 4485.3300 2741.37 1743.9600 -68.76 -100.35 0.0 0.0 0.0 1.0000 0 0 0.0 83 25000.0 49999.0 Q1 2012
113595 D98F3568610307421BEF4CC 2013-01-09 NaN 36 Current NaT 0.15324 0.1249 0.1149 0.11020 0.0374 0.07280 6.0 A 8.0 1 FL Clerical Employed 5.0 True False NaN 2013-01-09 680.0 699.0 2003-06-24 21.0 20.0 42.0 7 623.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 25409.0 0.90 2121.0 34.0 1.00 0.0 0.36 True 4700.000000 F2033671498514486582D15 1.0 35.0 35.0 0.0 0.0 9500.00 0.00 -61.0 0 NaN 14 81600 4000 2013-01-11 133.80 1739.4000 1275.82 463.5800 -37.12 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 45 50000.0 74999.0 Q1 2013
113596 D9B43581325769011E1CEEC 2013-06-16 NaN 36 Current NaT 0.25013 0.2124 0.2024 0.18730 0.0874 0.09990 4.0 C 4.0 1 NC Professional Employed 52.0 False False NaN 2013-06-16 680.0 699.0 1995-12-01 6.0 6.0 13.0 6 536.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 14169.0 0.69 6131.0 12.0 0.75 0.0 0.28 True 3250.000000 852F368654590893728D7BC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 94400 10000 2013-06-27 377.98 3018.0208 1702.03 1315.9908 -62.24 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
113597 D9B5358039600124095B8C3 2013-06-13 NaN 36 Current NaT 0.25013 0.2124 0.2024 0.18730 0.0874 0.09990 4.0 C 4.0 7 IL Fireman Employed 195.0 True False NaN 2013-06-13 680.0 699.0 1998-01-14 7.0 7.0 15.0 5 571.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 19696.0 0.72 7354.0 14.0 1.00 0.0 0.19 True 7000.000000 D32A368608069795663C512 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93661 12000 2013-06-20 453.58 3621.6570 2042.49 1579.1670 -74.67 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q2 2013
113599 FBA1355834226819937D881 2012-09-11 NaN 60 Current NaT 0.34614 0.3185 0.3085 0.29430 0.1375 0.15680 2.0 E 4.0 15 TX Other Employed 21.0 False False NaN 2012-08-31 620.0 639.0 2006-10-05 7.0 7.0 11.0 4 198.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 5091.0 0.46 5909.0 11.0 1.00 0.0 0.58 True 1833.333333 FEFB3661623305607CBBAFB 1.0 9.0 9.0 0.0 0.0 4500.00 3674.71 -66.0 0 NaN 18 73890 2000 2012-09-13 67.00 1139.0000 293.27 845.7300 -26.55 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 11 1.0 24999.0 Q3 2012
113603 FBB635745281246882979CB 2013-03-23 NaN 36 Current NaT 0.21025 0.1734 0.1634 0.15360 0.0624 0.09120 4.0 C 4.0 1 RI Police Officer/Correction Officer Employed 183.0 True False NaN 2013-03-23 760.0 779.0 1997-06-04 14.0 12.0 34.0 10 482.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 7971.0 0.45 3573.0 32.0 0.96 3.0 0.31 True 6250.000000 C74D3679675790509061936 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 87246 15000 2013-04-02 537.33 5910.6300 3794.16 2116.4700 -122.06 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 220 75000.0 99999.0 Q2 2013
113605 FBBD3587896299346C1248E 2013-08-30 NaN 60 Current NaT 0.15629 0.1334 0.1234 0.11810 0.0399 0.07820 6.0 A 7.0 1 VA Tradesman - Electrician Employed 49.0 True False NaN 2013-08-30 720.0 739.0 1999-10-06 11.0 11.0 29.0 8 368.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 9995.0 0.36 14089.0 25.0 1.00 0.0 0.36 True 4166.666667 77A13691036153766BC0ED3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 100377 15000 2013-09-04 343.91 2063.4578 1100.52 962.9378 -63.66 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
113607 FBC935997919187519E1F74 2014-01-24 NaN 60 Current NaT 0.19221 0.1685 0.1585 0.14814 0.0699 0.07824 4.0 C 5.0 3 CA Computer Programmer Employed 97.0 False False NaN 2014-01-22 660.0 679.0 1999-12-20 10.0 9.0 15.0 9 426.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 14639.0 0.38 19222.0 13.0 0.92 0.0 0.19 True 5666.666667 07873705323372042D81BA2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128520 20000 2014-01-28 495.44 486.2071 209.22 276.9871 -16.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113609 CA9E360322309102144CF37 2014-02-28 NaN 36 Current NaT 0.26383 0.2254 0.2154 0.19710 0.1125 0.08460 3.0 D 4.0 1 TX NaN Other 120.0 True False NaN 2014-02-28 640.0 659.0 1989-11-01 19.0 18.0 40.0 18 1591.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 66276.0 0.84 10222.0 39.0 1.00 0.0 0.45 True 4083.333333 3D9E3708444510529220FC7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134753 3200 2014-03-05 123.11 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113623 C25E3596006622642A84E63 2013-12-08 NaN 36 Current NaT 0.16732 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 1 KS Professional Employed 365.0 True False NaN 2013-12-08 680.0 699.0 1993-08-01 15.0 15.0 36.0 11 1448.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 62836.0 0.96 2436.0 32.0 1.00 2.0 0.25 True 10833.333333 991837014300726664C4FEB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122050 25000 2013-12-16 844.04 1688.0800 1136.39 551.6900 -41.98 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 184 100000.0 100000.0 Q4 2013
113624 C27B3598712644636195B4A 2013-12-25 NaN 36 Current NaT 0.31668 0.2774 0.2674 0.24313 0.1425 0.10063 2.0 E 2.0 1 CA Professional Employed 49.0 False False NaN 2013-12-25 660.0 679.0 2002-02-23 10.0 9.0 32.0 8 242.0 3.0 8.0 0.0 0.0 17.0 1.0 0.0 4276.0 0.84 223.0 32.0 0.81 3.0 0.25 True 4583.333333 F1773701066608126D1F651 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 124363 10000 2013-12-30 412.23 816.8600 372.35 444.5100 -16.29 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113627 DFB73531214445663D2BCB2 2011-11-19 NaN 60 Current NaT 0.20358 0.1845 0.1745 0.17150 0.0595 0.11200 5.0 B 8.0 1 WI Executive Employed 19.0 True False NaN 2011-12-27 680.0 699.0 1995-05-01 10.0 8.0 33.0 7 913.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 36970.0 0.95 1945.0 32.0 0.90 0.0 0.13 True 9133.333333 424636433739541901371A2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 25 60795 10000 2012-02-22 256.39 6153.3600 2950.23 3203.1300 -173.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 123 100000.0 100000.0 Q1 2012
113632 DFE235947507881446DA24C 2013-11-22 NaN 36 Current NaT 0.08496 0.0716 0.0616 0.06044 0.0149 0.04554 7.0 AA 10.0 1 IN Teacher Employed 63.0 True False NaN 2013-11-22 760.0 779.0 2004-09-14 20.0 19.0 33.0 18 444.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 9408.0 0.18 37947.0 30.0 1.00 0.0 0.30 True 2750.000000 22603700403022856D4A444 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120412 10000 2013-12-06 309.50 928.5000 756.20 172.3000 -24.06 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113633 DFF33593992244544E11F66 2013-11-12 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 8.0 1 GA Social Worker Employed 209.0 True False NaN 2013-11-12 680.0 699.0 1997-07-07 9.0 7.0 14.0 3 79.0 0.0 4.0 0.0 0.0 0.0 1.0 0.0 2462.0 0.69 1088.0 14.0 1.00 1.0 0.17 True 7500.000000 DC323699228567503794C65 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118116 2500 2013-11-27 82.31 246.9300 176.87 70.0600 -6.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113634 DFF73554344080416AF2B83 2012-08-01 NaN 36 Current NaT 0.32333 0.2839 0.2739 0.26140 0.1375 0.12390 2.0 E 8.0 2 IL Other Employed 44.0 True False NaN 2012-08-01 640.0 659.0 2001-08-10 6.0 5.0 22.0 3 96.0 0.0 4.0 1.0 0.0 25.0 2.0 0.0 1899.0 0.84 351.0 17.0 0.58 0.0 0.07 True 5166.666667 48D436583012082307A748C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 71971 3000 2012-08-06 124.72 2244.9600 1186.13 1058.8300 -37.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 39 50000.0 74999.0 Q3 2012
113638 D9CD3557325106788C42C98 2012-09-16 NaN 36 Current NaT 0.33051 0.2909 0.2809 0.26810 0.1425 0.12560 2.0 E 4.0 1 NJ Professional Employed 94.0 True False NaN 2012-09-16 600.0 619.0 1997-09-29 10.0 9.0 21.0 7 295.0 2.0 9.0 0.0 0.0 0.0 2.0 1.0 9922.0 0.93 510.0 19.0 1.00 3.0 0.17 True 5000.000000 513A3661934544876078D2E 1.0 10.0 10.0 0.0 0.0 3000.00 2384.80 -71.0 0 NaN 18 74352 10000 2012-09-19 419.55 7132.3500 3669.95 3462.4000 -119.03 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 11 50000.0 74999.0 Q3 2012
113639 D9D83574992237702DB0ED1 2013-04-09 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 3.0 1 AZ Teacher Employed 200.0 False False NaN 2013-04-09 720.0 739.0 1998-05-16 8.0 7.0 19.0 6 267.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 7490.0 0.32 13605.0 17.0 1.00 1.0 0.34 True 3416.666667 B40236788404824560A0565 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 87921 10000 2013-04-12 289.54 2895.4000 940.37 1955.0300 -80.39 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 18 25000.0 49999.0 Q2 2013
113640 FD903599668126621204CFC 2014-01-16 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09628 0.0324 0.06388 6.0 A 3.0 7 IL NaN Other 0.0 True False NaN 2014-01-16 800.0 819.0 1979-11-01 18.0 11.0 48.0 12 331.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 6091.0 0.41 8170.0 40.0 1.00 1.0 0.24 True 5666.666667 07083703988830731DC33E3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128097 13000 2014-01-24 425.54 421.6258 304.20 117.4258 -11.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113641 FD94360049452036628E8E4 2014-01-20 NaN 36 Current NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 4.0 1 NY Civil Service Employed 178.0 True False NaN 2014-01-20 680.0 699.0 1999-01-08 9.0 9.0 32.0 8 261.0 0.0 7.0 0.0 0.0 24.0 1.0 0.0 6780.0 0.62 3795.0 27.0 0.81 2.0 0.16 True 4166.666667 E0893703966853768DA2858 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129991 12000 2014-01-30 412.17 407.4522 275.35 132.1022 -9.53 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113642 E1C83579104502636F0E188 2013-05-22 NaN 60 Current NaT 0.14453 0.1219 0.1119 0.10760 0.0349 0.07270 6.0 A 7.0 1 AZ Other Employed 69.0 True False NaN 2013-05-22 760.0 779.0 1997-07-30 12.0 12.0 20.0 9 537.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 9388.0 0.44 10819.0 17.0 1.00 2.0 0.20 True 5916.666667 226236829084327607D3FFA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 91125 12000 2013-05-28 268.09 2412.8100 1361.62 1051.1900 -86.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 167 50000.0 74999.0 Q2 2013
113643 E1CD3564233083074307C82 2012-12-07 NaN 36 Current NaT 0.24758 0.2099 0.1999 0.18520 0.0849 0.10030 4.0 C 7.0 15 PA Executive Employed 8.0 True False NaN 2012-12-07 780.0 799.0 1987-06-30 14.0 14.0 21.0 6 288.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 8150.0 0.32 16750.0 19.0 1.00 3.0 0.20 True 15833.333333 899C3671482673068B648C5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 14 80758 15000 2013-01-07 565.05 7345.6500 4375.21 2970.4400 -141.53 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 205 100000.0 100000.0 Q1 2013
113644 E1CF35151386381017338EF 2011-04-29 NaN 60 Current NaT 0.31420 0.2899 0.2799 0.27290 0.1120 0.16090 3.0 D 6.0 7 NE Attorney Employed 20.0 True False NaN 2011-04-29 720.0 739.0 1991-07-01 14.0 11.0 33.0 7 357.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 31766.0 0.65 14342.0 30.0 1.00 1.0 0.26 True 9166.666667 961C3619170851488E9F9E4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49236 15000 2011-05-10 476.04 15709.3200 5584.04 10125.2800 -349.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 98 100000.0 100000.0 Q2 2011
113645 E1D236020479622049B3254 2014-01-29 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 OH Professional Employed 22.0 True False NaN 2014-01-29 640.0 659.0 1983-09-01 5.0 5.0 33.0 7 158.0 1.0 1.0 0.0 0.0 0.0 1.0 0.0 5434.0 0.73 1966.0 28.0 0.96 1.0 0.19 True 3583.333333 E6CA3704633564927143032 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130224 7500 2014-02-06 197.45 197.4500 84.11 113.3400 -5.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113649 E1E13521732012609FD4937 2011-07-26 NaN 36 Current NaT 0.35643 0.3199 0.3099 0.29570 0.1470 0.14870 2.0 E 5.0 7 IL Sales - Retail Employed 9.0 False False NaN 2011-07-26 660.0 679.0 2009-04-09 1.0 1.0 2.0 1 12.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 58.0 0.19 242.0 1.0 1.00 1.0 0.27 True 700.000000 A41D36250019001822FCBA4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 32 51805 4000 2011-07-28 174.20 5400.2000 3182.08 2218.1200 -69.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 1.0 24999.0 Q3 2011
113650 E1E8359771265943166039F 2013-12-09 NaN 36 Current NaT 0.30131 0.2624 0.2524 0.22987 0.1325 0.09737 2.0 E 2.0 1 ID Other Employed 202.0 True False NaN 2013-12-09 660.0 679.0 1997-10-23 8.0 8.0 16.0 6 507.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 31203.0 0.91 3012.0 15.0 1.00 0.0 0.19 True 5666.666667 3F9F37007752190047A4A13 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123392 4000 2013-12-24 161.67 320.4644 146.67 173.7944 -6.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113651 C438359014015661141606A 2013-09-24 NaN 36 Past Due (1-15 days) NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 19 MD NaN Other 0.0 False False NaN 2013-09-24 740.0 759.0 1982-12-07 7.0 7.0 12.0 7 125.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 5197.0 0.27 13803.0 11.0 0.90 0.0 0.13 True 1666.666667 5E533694122017942A2D7DF NaN NaN NaN NaN NaN NaN NaN NaN 10 NaN 6 103260 2500 2013-09-30 87.28 348.0584 223.94 124.1184 -8.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q3 2013
113652 C43E36029595766410677A0 2014-02-19 NaN 60 Current NaT 0.16686 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 5.0 1 MD Other Self-employed 97.0 False False NaN 2014-02-19 720.0 739.0 2000-11-15 12.0 12.0 21.0 9 600.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 8765.0 0.17 34944.0 19.0 0.94 1.0 NaN False 10833.333333 57773707617626956CAB224 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 132992 15000 2014-02-21 351.75 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113653 C4403559022103883F4F8C6 2012-09-18 NaN 36 Past Due (1-15 days) NaT 0.35797 0.3177 0.3077 0.28960 0.1625 0.12710 1.0 HR 2.0 1 PA Clerical Full-time 146.0 True False NaN 2012-09-18 620.0 639.0 1997-04-04 9.0 9.0 38.0 4 117.0 0.0 5.0 0.0 0.0 4.0 1.0 0.0 2245.0 1.04 0.0 28.0 0.68 1.0 0.65 True 2083.333333 E3273661264746279FCCEC2 1.0 39.0 7.0 29.0 3.0 1000.00 0.01 42.0 14 NaN 18 74902 4000 2012-09-24 173.71 2809.3600 1021.54 1787.8200 -38.06 -203.25 0.0 0.0 0.0 1.0000 0 0 0.0 71 25000.0 49999.0 Q3 2012
113654 C44935904882628915B8FF3 2013-09-26 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09653 0.0299 0.06663 6.0 A 6.0 1 OR Other Self-employed 424.0 True False NaN 2013-09-26 720.0 739.0 1989-05-22 14.0 13.0 29.0 11 2367.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 77045.0 0.48 80401.0 29.0 1.00 1.0 NaN False 16666.666667 A6533695594136201D748DB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105569 15000 2013-10-11 491.01 1959.5236 1428.27 531.2536 -48.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113656 C458360245793216042FB82 2014-02-04 NaN 36 Current NaT 0.11563 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 7.0 1 MI Nurse (RN) Employed 144.0 True False NaN 2014-02-04 720.0 739.0 2000-10-27 16.0 15.0 35.0 12 601.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 26972.0 0.54 19991.0 32.0 1.00 1.0 0.30 True 5333.333333 1B1D3704603847027010E5F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130955 20000 2014-02-10 634.04 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113657 C45A35794472075071B6409 2013-05-13 NaN 36 Current NaT 0.12020 0.0924 0.0824 0.08020 0.0224 0.05780 6.0 A 8.0 1 MD Nurse (RN) Employed 119.0 False False NaN 2013-05-13 720.0 739.0 2003-08-26 8.0 7.0 11.0 6 479.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 15679.0 0.52 12888.0 11.0 0.90 0.0 0.27 True 6083.333333 AF2A3681657115071EA7867 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90318 20000 2013-05-16 638.23 5744.0700 4484.31 1259.7600 -136.33 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113659 C45F36001406844322D16A1 2014-01-17 NaN 36 Current NaT 0.16324 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 4.0 1 GA Police Officer/Correction Officer Employed 192.0 True False NaN 2014-01-17 700.0 719.0 1996-10-31 6.0 6.0 16.0 4 137.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 4663.0 0.86 737.0 13.0 1.00 0.0 0.24 True 3583.333333 79B137043026314569824D9 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128350 5000 2014-01-22 167.84 167.8400 113.74 54.1000 -4.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113661 DBBF35750706777177DEBCC 2013-03-23 NaN 60 Current NaT 0.23052 0.2059 0.1959 0.18290 0.0724 0.11050 4.0 C 5.0 15 FL Professional Employed 80.0 False False NaN 2013-03-23 660.0 679.0 1984-05-04 17.0 17.0 32.0 14 634.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 19998.0 0.78 3648.0 29.0 1.00 2.0 0.44 True 6666.666667 2F543678339208281812E65 2.0 53.0 53.0 0.0 0.0 18500.00 8196.22 -3.0 0 NaN 12 86946 10000 2013-03-27 268.23 3061.4600 1338.57 1722.8900 -43.78 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 130 75000.0 99999.0 Q1 2013
113665 DBDA35364503795440278DD 2012-01-20 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1650 0.12460 1.0 HR 3.0 3 FL Teacher Employed 293.0 True False NaN 2012-01-20 680.0 699.0 1983-11-15 8.0 7.0 43.0 3 290.0 0.0 4.0 0.0 0.0 11.0 0.0 0.0 91108.0 1.01 433.0 30.0 0.60 0.0 0.28 True 5583.333333 10F93641174976288C6890E NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 26 59440 2000 2012-01-26 86.85 2171.2500 1178.80 992.4500 -31.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2012
113666 DBE03600391856358F1E5D9 2014-01-22 NaN 60 Current NaT 0.20040 0.1765 0.1665 0.15512 0.0749 0.08022 4.0 C 6.0 1 GA Clergy Employed 91.0 False False NaN 2014-01-22 680.0 699.0 1999-08-23 8.0 7.0 20.0 6 440.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 14133.0 0.89 1592.0 13.0 1.00 1.0 0.19 True 4566.666667 308A370405047484206FB90 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129466 15000 2014-01-28 378.05 378.0500 153.19 224.8600 -12.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 50000.0 74999.0 Q1 2014
113670 CCBE359836656035503F118 2013-12-30 NaN 60 Current NaT 0.24856 0.2235 0.2135 0.19571 0.1075 0.08821 3.0 D 5.0 3 NY Other Self-employed 55.0 False False NaN 2013-12-30 640.0 659.0 1997-01-31 9.0 8.0 19.0 5 262.0 1.0 7.0 0.0 0.0 0.0 2.0 0.0 6454.0 0.85 846.0 15.0 1.00 1.0 NaN False 2916.666667 362B3701573990865A23BC0 2.0 20.0 20.0 0.0 0.0 14000.00 8065.32 NaN 0 NaN 2 124505 10000 2014-01-03 278.18 550.2367 196.60 353.6367 -16.09 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113671 CCBF35967430570611EAF2D 2013-12-12 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 4.0 1 VA Computer Programmer Employed 128.0 False False NaN 2013-12-12 660.0 679.0 1997-08-30 9.0 9.0 48.0 10 461.0 1.0 4.0 0.0 0.0 14.0 1.0 0.0 10351.0 0.88 629.0 44.0 0.65 2.0 0.08 True 8583.333333 D6CF37005647726749CF9D3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 122439 9500 2013-12-24 250.11 2350.3300 2032.34 317.9900 -16.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113673 CCD63552379680852CFBC71 2012-07-18 NaN 60 Current NaT 0.23318 0.2085 0.1985 0.19500 0.0565 0.13850 5.0 B 8.0 1 TX Professional Employed 113.0 False False NaN 2012-07-18 720.0 739.0 1999-12-10 10.0 10.0 12.0 10 442.0 1.0 1.0 0.0 0.0 0.0 1.0 0.0 8729.0 0.62 3703.0 11.0 1.00 2.0 0.13 True 5000.000000 16183656919434381093147 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 20 71099 8000 2012-07-24 215.75 4099.2500 1700.69 2398.5600 -115.03 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 99 50000.0 74999.0 Q3 2012
113675 CCE035978889379573FB07C 2013-12-18 NaN 60 Current NaT 0.12113 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 10.0 7 NY Professional Employed 174.0 False False NaN 2013-12-18 780.0 799.0 1995-02-07 9.0 9.0 23.0 7 144.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 3903.0 0.28 9348.0 21.0 1.00 1.0 0.18 True 10833.333333 A7AC3701673957118F58E03 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123511 20000 2013-12-23 423.96 947.9200 587.53 360.3900 -36.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113676 CCE635965785545025E9AFD 2013-12-21 NaN 60 Current NaT 0.20347 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 7.0 6 CA Police Officer/Correction Officer Employed 80.0 True False NaN 2013-12-09 700.0 719.0 2000-01-07 13.0 13.0 37.0 9 610.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 30006.0 0.62 18146.0 37.0 1.00 0.0 0.33 True 7500.000000 218137020837935055195CD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124807 10000 2014-01-02 253.66 502.4022 218.57 283.8322 -16.08 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113677 CCF23555629135511D4FC2B 2012-08-18 NaN 36 Current NaT 0.27060 0.2324 0.2224 0.21700 0.1025 0.11450 3.0 D 6.0 15 WI Professional Employed 21.0 True False NaN 2012-08-18 700.0 719.0 1984-12-01 9.0 9.0 25.0 5 572.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 12021.0 0.94 729.0 25.0 1.00 0.0 0.30 True 6375.000000 941336589299562531D275B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72585 8000 2012-08-23 310.68 5592.2400 3310.60 2281.6400 -98.18 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 21 75000.0 99999.0 Q3 2012
113679 FDA035386643754869ADE38 2012-02-17 NaN 36 Current NaT 0.17359 0.1449 0.1349 0.13260 0.0420 0.09060 5.0 B 6.0 1 MI Teacher Full-time 30.0 True True 8E5A3365665729204E57173 2012-02-10 640.0 659.0 1991-07-10 16.0 12.0 47.0 8 270.0 1.0 4.0 1.0 0.0 0.0 1.0 0.0 8018.0 0.68 3005.0 40.0 0.95 1.0 0.36 True 3416.666667 6BF33643510370690E5389A 3.0 86.0 86.0 0.0 0.0 4800.00 0.01 39.0 0 NaN 25 60866 3000 2012-02-22 103.25 2478.0000 1853.34 624.6600 -43.13 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 31 25000.0 49999.0 Q1 2012
113681 FDA336005950425667CFBCE 2014-01-23 NaN 36 Current NaT 0.20217 0.1655 0.1555 0.14559 0.0674 0.07819 4.0 C 4.0 1 TX Professional Employed 70.0 True False NaN 2014-01-23 680.0 699.0 1997-11-28 29.0 28.0 55.0 24 1326.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 46798.0 0.63 21458.0 53.0 1.00 0.0 0.40 True 8750.000000 984D3703657795502CD991F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129328 15000 2014-01-28 531.44 524.6386 320.60 204.0386 -12.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113684 FDBA3586934069068163510 2013-08-08 NaN 60 Current NaT 0.26877 0.2432 0.2332 0.21480 0.0975 0.11730 3.0 D 3.0 1 TX Professional Self-employed 99.0 False False NaN 2013-08-08 680.0 699.0 1996-06-19 7.0 7.0 23.0 8 973.0 1.0 3.0 0.0 0.0 18.0 1.0 0.0 26212.0 0.41 35477.0 22.0 0.72 0.0 NaN False 3333.333333 6B1A36894687541429EB0C2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 99172 4000 2013-08-14 115.82 692.2548 215.34 476.9148 -19.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113685 FDC13552083302511001D9A 2012-07-20 NaN 36 Current NaT 0.19645 0.1599 0.1499 0.14730 0.0549 0.09240 5.0 B 8.0 1 FL Computer Programmer Employed 135.0 True False NaN 2012-07-20 740.0 759.0 1975-08-01 13.0 13.0 27.0 12 2413.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 99114.0 0.63 55986.0 26.0 0.96 0.0 0.28 True 11666.666667 1F9A3658462694710729F83 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 20 71346 20500 2012-07-31 720.62 13691.7800 9605.13 4086.6500 -255.60 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 312 100000.0 100000.0 Q3 2012
113687 E1EA3576507527894501669 2013-04-28 NaN 60 Current NaT 0.21566 0.1914 0.1814 0.17020 0.0649 0.10530 4.0 C 6.0 1 VA Retail Management Employed 42.0 False False NaN 2013-04-28 680.0 699.0 2001-11-21 9.0 9.0 16.0 6 663.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 27878.0 0.52 25650.0 15.0 1.00 0.0 0.26 True 8333.333333 CEB43682260350789B1C1A1 1.0 10.0 10.0 0.0 0.0 8000.00 6182.06 -17.0 0 NaN 10 89328 15000 2013-05-03 390.26 3902.6000 1622.22 2280.3800 -119.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
113688 E1ED35562947677541C3390 2012-08-20 NaN 60 Current NaT 0.23718 0.2124 0.2024 0.19880 0.0599 0.13890 5.0 B 8.0 1 WI Other Employed 135.0 False False NaN 2012-09-23 720.0 739.0 2001-09-13 9.0 9.0 19.0 7 209.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 5510.0 0.32 11306.0 19.0 1.00 0.0 0.26 True 1800.000000 C94536617849410525CA84D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 75259 7000 2012-09-27 190.32 3235.4400 1301.74 1933.7000 -91.02 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 12 1.0 24999.0 Q3 2012
113690 E1FB360202575235882CC37 2014-02-19 NaN 36 Current NaT 0.11599 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 8.0 1 CA Computer Programmer Employed 50.0 True False NaN 2014-02-19 700.0 719.0 2002-07-19 12.0 12.0 14.0 9 317.0 1.0 11.0 0.0 0.0 0.0 0.0 0.0 8801.0 0.76 1788.0 14.0 1.00 1.0 0.11 True 11666.666667 41683707479304320D93079 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133091 9000 2014-02-24 285.32 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 107 100000.0 100000.0 Q1 2014
113694 E21A3596612885026D41914 2013-11-29 NaN 36 Current NaT 0.17969 0.1435 0.1335 0.12640 0.0524 0.07400 5.0 B 7.0 7 IL Professional Employed 20.0 False False NaN 2013-11-29 700.0 719.0 2009-08-19 6.0 6.0 6.0 4 70.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 985.0 0.63 565.0 6.0 0.83 0.0 0.31 True 1666.666667 63EE3699951660007FCA2D7 1.0 9.0 9.0 0.0 0.0 3000.00 801.01 NaN 0 NaN 3 118698 2000 2013-12-03 68.70 190.3137 121.44 68.8737 -4.85 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q4 2013
113697 C46B3530983760459B258B6 2011-11-15 NaN 36 Past Due (1-15 days) NaT 0.28728 0.2487 0.2387 0.23280 0.1050 0.12780 3.0 D 5.0 13 MD Professional Employed 146.0 False True CD0E3364909037313F32874 2011-12-26 600.0 619.0 1994-03-16 20.0 19.0 31.0 16 1065.0 3.0 9.0 0.0 0.0 0.0 0.0 0.0 34434.0 0.65 14876.0 30.0 1.00 0.0 0.28 True 7583.333333 323B3639158256197B8F4BC 2.0 54.0 54.0 0.0 0.0 8001.00 1139.53 -59.0 10 NaN 27 58292 4000 2011-12-30 158.76 3969.0000 2446.80 1522.2000 -61.20 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 17 75000.0 99999.0 Q4 2011
113698 C46C3533578104064A819DE 2011-12-02 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1650 0.12460 1.0 HR 2.0 1 GA Skilled Labor Employed 260.0 False False NaN 2011-12-02 700.0 719.0 1997-04-01 9.0 6.0 19.0 6 209.0 1.0 2.0 1.0 120.0 0.0 0.0 0.0 5503.0 0.75 1167.0 17.0 0.88 0.0 0.38 True 1250.000000 0099363745703681516599F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 57107 2000 2011-12-07 86.85 2258.1000 1235.61 1022.4900 -32.19 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 8 1.0 24999.0 Q4 2011
113700 C47435601077859648BA1A6 2012-10-12 NaN 36 Past Due (1-15 days) NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 5.0 1 DE Executive Employed 14.0 True False NaN 2012-09-24 620.0 639.0 1991-02-26 7.0 8.0 25.0 3 1586.0 0.0 4.0 2.0 2784.0 0.0 1.0 0.0 82494.0 0.99 49.0 20.0 0.90 0.0 0.22 True 14000.000000 5D463663948148861E09944 1.0 19.0 14.0 5.0 0.0 4500.00 2560.91 -74.0 14 NaN 17 76443 12500 2012-10-24 486.87 12470.5200 9226.99 3243.5300 -132.03 -331.08 0.0 0.0 0.0 1.0000 0 0 0.0 168 100000.0 100000.0 Q4 2012
113702 C4843590444656621F915EF 2013-09-23 NaN 36 Current NaT 0.31616 0.2769 0.2669 0.24294 0.1375 0.10544 2.0 E 2.0 1 NE Truck Driver Employed 75.0 False False NaN 2013-09-23 640.0 659.0 1994-02-17 6.0 6.0 35.0 5 175.0 0.0 3.0 0.0 0.0 0.0 1.0 0.0 4789.0 0.98 69.0 34.0 0.64 1.0 0.25 True 3000.000000 AD503694334498239818F6F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 103085 4000 2013-09-25 164.79 820.9155 377.01 443.9055 -16.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113703 C4883589712873696A20607 2013-09-23 NaN 36 Current NaT 0.30899 0.2699 0.2599 0.23673 0.1325 0.10423 2.0 E 2.0 1 NY Professor Employed 0.0 False False NaN 2013-09-23 660.0 679.0 2001-01-22 6.0 5.0 17.0 3 193.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 6238.0 0.81 1462.0 16.0 0.81 2.0 0.21 True 6333.333333 AFD63693085209640605CD2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102597 4000 2013-09-25 163.28 813.4422 380.96 432.4822 -16.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q3 2013
113706 DBFD3594908643524852128 2013-11-14 NaN 36 Current NaT 0.13799 0.1099 0.0999 0.09653 0.0299 0.06663 6.0 A 11.0 1 IL Pharmacist Employed 68.0 False False NaN 2013-11-14 660.0 679.0 2001-03-01 23.0 19.0 35.0 11 800.0 4.0 6.0 0.0 0.0 0.0 0.0 0.0 27110.0 0.48 24283.0 35.0 0.97 1.0 0.35 True 4416.666667 15263699640974186F43D68 2.0 34.0 34.0 0.0 0.0 6500.00 0.00 NaN 0 NaN 4 111224 15000 2013-11-19 491.01 1468.5136 1041.65 426.8636 -39.26 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113707 DBFE3589379907195FEEC57 2013-09-19 NaN 60 Current NaT 0.24036 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 4.0 2 OR Accountant/CPA Employed 414.0 True False NaN 2013-09-19 720.0 739.0 1993-10-28 10.0 10.0 23.0 10 317.0 3.0 5.0 0.0 0.0 0.0 0.0 0.0 2504.0 0.21 8746.0 20.0 1.00 2.0 0.23 True 4333.333333 55913693229196747481359 1.0 9.0 9.0 0.0 0.0 2000.00 1593.53 NaN 0 NaN 6 103870 7500 2013-09-30 205.23 1026.1500 370.25 655.9000 -30.44 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 69 50000.0 74999.0 Q3 2013
113708 DC013601950920632A66188 2014-02-03 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 7.0 14 MS Clerical Employed 23.0 False False NaN 2014-01-17 680.0 699.0 1999-12-09 10.0 10.0 24.0 9 440.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17100.0 0.63 7882.0 24.0 0.75 0.0 0.27 True 5583.166667 4C2D3705498802180FBCBF2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 130831 20000 2014-02-05 658.47 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113709 DC043594246199576475BB4 2013-11-05 NaN 36 Current NaT 0.33215 0.2925 0.2825 0.25691 0.1475 0.10941 2.0 E 3.0 1 MN NaN Other 85.0 False False NaN 2013-11-05 640.0 659.0 1981-06-05 7.0 6.0 47.0 5 191.0 1.0 3.0 0.0 0.0 52.0 1.0 0.0 3808.0 0.91 367.0 40.0 0.57 2.0 0.14 True 4000.000000 47403699872025042C36CCC NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120530 4000 2013-12-10 168.17 333.1345 139.31 193.8245 -6.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113710 DC053582781217775FB000D 2013-06-20 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 3.0 7 FL Other Employed 188.0 False False NaN 2013-06-12 680.0 699.0 1986-05-23 12.0 12.0 33.0 11 593.0 0.0 2.0 2.0 3539.0 4.0 0.0 0.0 9361.0 0.60 2479.0 18.0 0.89 0.0 0.60 True 1916.666667 EC093685359670041A16359 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93471 4000 2013-06-25 172.76 1382.0800 593.49 788.5900 -25.17 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 94 1.0 24999.0 Q2 2013
113718 CD2835825413923391771EF 2013-06-19 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 4.0 1 OR Pilot - Private/Commercial Employed 38.0 False False NaN 2013-06-19 680.0 699.0 2004-07-01 18.0 18.0 37.0 5 451.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 15652.0 0.99 134.0 24.0 1.00 0.0 1.16 True 1666.666667 DBE436879983907042AFA30 1.0 14.0 14.0 0.0 0.0 4000.00 2869.96 23.0 0 NaN 8 95472 4000 2013-07-17 172.76 1205.8855 509.81 696.0755 -22.32 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q3 2013
113719 CD353589509026720751F04 2013-09-18 NaN 60 Current NaT 0.22242 0.1980 0.1880 0.17416 0.0849 0.08926 4.0 C 5.0 1 IL Professional Employed 88.0 True False NaN 2013-09-18 660.0 679.0 1998-09-08 12.0 10.0 40.0 6 571.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 27658.0 0.78 7549.0 29.0 0.96 3.0 0.24 True 8791.666667 2DE63692800237829212DF5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102652 23000 2013-09-20 606.80 3021.5233 1163.72 1857.8033 -94.46 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q3 2013
113724 FDDC35957974696573282AE 2013-12-06 NaN 60 Current NaT 0.15016 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 1 VA Retail Management Employed 22.0 False False NaN 2013-12-06 680.0 699.0 1997-12-22 8.0 7.0 47.0 6 125.0 1.0 11.0 0.0 0.0 5.0 1.0 0.0 655.0 0.56 219.0 44.0 0.88 0.0 0.28 True 5666.666667 4C4B37011592102506B60AD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121405 20000 2013-12-11 452.40 897.8192 474.54 423.2792 -33.78 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113726 FDE33556523225152D95C77 2012-09-03 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08720 0.0249 0.06230 6.0 A 8.0 1 NY Skilled Labor Full-time 130.0 False True F73C3369968926128880CE5 2012-09-03 700.0 719.0 1996-09-20 5.0 5.0 13.0 5 104.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1984.0 0.64 1116.0 10.0 1.00 0.0 0.19 True 2426.666667 C4A236617633734977571AF 1.0 35.0 35.0 0.0 0.0 3950.00 0.00 -45.0 0 NaN 18 74397 3200 2012-09-19 102.86 1748.6200 1395.18 353.4400 -36.30 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 54 25000.0 49999.0 Q3 2012
113729 FE0D35975902044904CF266 2013-12-15 NaN 60 Current NaT 0.21166 0.1875 0.1775 0.16463 0.0824 0.08223 4.0 C 7.0 3 OH Professional Employed 178.0 False False NaN 2013-12-15 640.0 659.0 1995-09-21 9.0 9.0 11.0 7 312.0 1.0 4.0 0.0 0.0 0.0 1.0 0.0 6074.0 0.89 194.0 11.0 1.00 1.0 0.13 True 6250.000000 52BF37021290581475C6D36 1.0 13.0 13.0 0.0 0.0 4000.00 2831.81 NaN 0 NaN 3 122213 3000 2013-12-18 77.41 153.2789 59.75 93.5289 -5.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113731 FE123552708319307EEDD9B 2012-07-08 NaN 36 Current NaT 0.07821 0.0649 0.0549 0.05490 0.0075 0.04740 7.0 AA 10.0 6 GA Chemist Full-time 45.0 True True 52EA3425051368132B80C96 2012-07-08 800.0 819.0 1983-03-01 11.0 11.0 24.0 7 220.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1872.0 0.02 75828.0 22.0 1.00 0.0 0.11 True 8833.333333 488D3655521564440139C10 2.0 29.0 29.0 0.0 0.0 15500.00 3570.09 -2.0 0 NaN 20 69572 8500 2012-07-12 260.48 5499.1200 4846.74 652.3800 -100.52 0.00 0.0 0.0 0.0 1.0000 0 2 150.0 197 100000.0 100000.0 Q3 2012
113734 E2333593154357237E42BF7 2013-10-31 NaN 36 Current NaT 0.19144 0.1550 0.1450 0.13705 0.0549 0.08215 5.0 B 6.0 1 NV Pilot - Private/Commercial Employed 18.0 True False NaN 2013-10-10 680.0 699.0 2002-10-29 20.0 18.0 41.0 7 226.0 3.0 18.0 1.0 0.0 0.0 0.0 0.0 12253.0 0.30 28147.0 28.0 0.93 3.0 0.19 True 11158.333333 3CD636976816147954A8B6C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109407 13000 2013-11-12 453.84 1355.9995 864.99 491.0095 -32.03 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113738 E24D35842539206394B8549 2013-07-17 NaN 60 Current NaT 0.18136 0.1579 0.1479 0.14040 0.0499 0.09050 5.0 B 7.0 1 PA Other Employed 92.0 False False NaN 2013-07-17 740.0 759.0 1998-05-01 7.0 7.0 18.0 6 190.0 1.0 1.0 1.0 2735.0 5.0 0.0 0.0 8688.0 0.36 14878.0 16.0 0.87 1.0 0.14 True 4166.666667 535D3687458916330FCEB26 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 96943 15000 2013-07-25 363.10 2541.7000 1193.28 1348.4200 -85.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 140 50000.0 74999.0 Q3 2013
113739 E2513597928165340541004 2014-01-02 NaN 60 Current NaT 0.22140 0.1970 0.1870 0.17274 0.0899 0.08284 4.0 C 5.0 1 CA Administrative Assistant Employed 133.0 False False NaN 2014-01-02 640.0 659.0 1990-09-01 3.0 3.0 23.0 3 141.0 0.0 2.0 0.0 0.0 16.0 1.0 0.0 3139.0 0.58 2186.0 19.0 0.94 0.0 0.06 True 4666.666667 ECCE3702827522055468A26 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126872 5000 2014-01-16 131.64 131.6400 47.98 83.6600 -4.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113740 E2533591729170496C897BF 2013-09-30 NaN 36 Current NaT 0.14816 0.1199 0.1099 0.10568 0.0349 0.07078 6.0 A 7.0 1 GA Civil Service Employed 329.0 True False NaN 2013-09-30 720.0 739.0 1991-08-27 15.0 15.0 30.0 12 747.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 25101.0 0.69 9305.0 21.0 1.00 0.0 0.34 True 8074.916667 A89736938666875122BC24A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 104407 10000 2013-10-02 332.10 1657.2151 1187.26 469.9551 -39.47 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113741 C49A3581123405518977E92 2013-06-18 NaN 36 Current NaT 0.23121 0.1939 0.1839 0.17140 0.0749 0.09650 4.0 C 6.0 1 MA Administrative Assistant Employed 17.0 True False NaN 2013-06-18 720.0 739.0 1987-10-01 14.0 12.0 26.0 9 422.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 11349.0 0.75 3399.0 26.0 0.96 0.0 0.26 True 4424.000000 13ED368644007925280611B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93399 3000 2013-06-24 110.56 884.4800 523.25 361.2300 -18.62 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 19 50000.0 74999.0 Q2 2013
113743 C49F3600200301310CA2AF6 2014-01-13 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 3.0 1 CA Truck Driver Employed 73.0 False False NaN 2014-01-13 680.0 699.0 1994-08-18 10.0 9.0 31.0 7 251.0 5.0 9.0 0.0 0.0 41.0 1.0 0.0 4600.0 0.39 2361.0 28.0 0.78 2.0 0.31 True 2916.666667 07653703604347350B450FB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128044 5000 2014-01-22 136.68 133.7348 45.38 88.3548 -4.25 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113744 C4AB3595967858174CD49B6 2013-12-05 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08619 0.0274 0.05879 6.0 A 7.0 1 MI Engineer - Electrical Self-employed 364.0 False False NaN 2013-12-05 740.0 759.0 1988-01-05 17.0 16.0 38.0 11 1413.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 65018.0 0.72 24151.0 35.0 1.00 0.0 NaN False 5000.000000 EDAD3701158159117C192C7 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120192 15000 2013-12-11 483.30 962.5315 717.36 245.1715 -25.18 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113745 C4AD3571536179005E2AFD7 2013-02-12 NaN 60 Current NaT 0.23872 0.2139 0.2039 0.18980 0.0774 0.11240 4.0 C 4.0 1 OR Other Employed 6.0 True False NaN 2013-02-12 680.0 699.0 2003-04-16 12.0 9.0 34.0 6 339.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 11024.0 0.66 4587.0 22.0 1.00 0.0 0.26 True 5416.666667 085B3675940291666971C77 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 12 86016 18000 2013-03-11 490.92 5400.1200 1829.95 3570.1700 -164.62 -166.92 0.0 0.0 0.0 1.0000 0 0 0.0 273 50000.0 74999.0 Q1 2013
113746 C4B43574781104519DCA763 2013-04-10 NaN 36 FinalPaymentInProgress NaT 0.29537 0.2566 0.2466 0.22540 0.1175 0.10790 3.0 D 4.0 6 GA Civil Service Employed 69.0 True False NaN 2013-04-08 640.0 659.0 1998-08-14 14.0 10.0 39.0 9 474.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 11152.0 0.53 7230.0 23.0 0.91 1.0 0.18 True 5332.000000 F58E3678890073575320E65 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88510 5000 2013-04-16 200.55 2005.5000 1025.90 979.6000 -38.17 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 70 50000.0 74999.0 Q2 2013
113747 C4D13579947320083CF46D4 2013-06-04 NaN 36 Current NaT 0.28032 0.2419 0.2319 0.21260 0.1075 0.10510 3.0 D 3.0 1 TX Clerical Employed 125.0 True False NaN 2013-06-04 700.0 719.0 1992-01-22 15.0 15.0 41.0 11 717.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 28581.0 0.89 2825.0 39.0 1.00 1.0 0.39 True 4166.666667 D53636841291566068A2E91 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 92710 4000 2013-06-10 157.33 1255.9890 654.51 601.4790 -24.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113748 C4D7358104519561400DC94 2013-06-21 NaN 36 Past Due (91-120 days) NaT 0.31790 0.2786 0.2686 0.24470 0.1325 0.11220 2.0 E 2.0 2 NY Other Other 77.0 True False NaN 2013-06-21 660.0 679.0 1998-06-04 6.0 5.0 20.0 4 389.0 1.0 4.0 1.0 144.0 0.0 0.0 0.0 15954.0 0.89 1523.0 18.0 0.89 0.0 0.10 True 5445.000000 EEEA368678207872180E806 NaN NaN NaN NaN NaN NaN NaN NaN 105 NaN 9 93516 4000 2013-06-25 165.15 660.6000 298.34 362.2600 -13.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 54 50000.0 74999.0 Q2 2013
113749 C4DA353423976554170D11C 2011-12-17 NaN 36 Current NaT 0.19108 0.1621 0.1521 0.14950 0.0595 0.09000 5.0 B 8.0 7 OH Attorney Employed 410.0 True False NaN 2011-11-28 760.0 779.0 1977-05-01 18.0 17.0 37.0 11 1367.0 1.0 6.0 1.0 55.0 0.0 0.0 0.0 95333.0 0.82 19109.0 32.0 0.96 0.0 0.13 True 12750.000000 DF1436391262391442D6BAD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 57770 3500 2011-12-21 123.41 3208.6600 2350.33 858.3300 -52.95 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 13 100000.0 100000.0 Q4 2011
113750 DC213603097144035821571 2014-02-13 NaN 36 Current NaT 0.09065 0.0769 0.0669 0.06546 0.0174 0.04806 7.0 AA 11.0 2 OR Civil Service Employed 163.0 True False NaN 2014-02-13 800.0 819.0 2001-02-09 5.0 5.0 12.0 3 75.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1515.0 0.09 13785.0 11.0 1.00 0.0 0.13 True 7416.666667 A8FA3706437239538A15B36 1.0 10.0 10.0 0.0 0.0 15000.00 12873.02 NaN 0 NaN 1 131670 22000 2014-02-18 686.26 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113752 DC323603756758014CC716B 2014-02-28 NaN 36 Current NaT 0.17495 0.1385 0.1285 0.12165 0.0524 0.06925 5.0 B 3.0 3 TX Executive Employed 24.0 True False NaN 2014-02-25 740.0 759.0 1995-09-21 19.0 18.0 37.0 13 993.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 19819.0 0.24 61801.0 36.0 0.97 2.0 0.33 True 9750.000000 2A0537077066886073C1C60 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134525 35000 2014-03-04 1193.67 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113753 FFD73581464753826737AA8 2013-06-20 NaN 36 Current NaT 0.32538 0.2859 0.2759 0.25120 0.1375 0.11370 2.0 E 4.0 15 AR Other Other 266.0 False False NaN 2013-06-04 600.0 619.0 1998-09-10 12.0 8.0 39.0 4 75.0 0.0 5.0 1.0 535.0 0.0 0.0 0.0 1057.0 0.96 43.0 28.0 0.87 3.0 0.06 True 10000.000000 EFB136845770765801FBF7A 1.0 9.0 9.0 0.0 0.0 3000.00 2439.67 -65.0 0 NaN 9 93345 4000 2013-06-24 166.73 1330.7068 616.47 714.2368 -25.09 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
113756 E3F735853736338678EDF88 2013-08-09 NaN 60 Current NaT 0.29341 0.2672 0.2572 0.23550 0.1125 0.12300 3.0 D 4.0 1 OH Other Employed 27.0 False False NaN 2013-08-10 640.0 659.0 2002-04-17 11.0 10.0 46.0 6 281.0 0.0 4.0 0.0 0.0 17.0 0.0 0.0 5530.0 0.47 5298.0 22.0 0.81 0.0 0.46 True 3333.333333 14AE3690872535968288D88 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 98920 4000 2013-08-13 121.47 728.8200 201.12 527.7000 -19.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 43 25000.0 49999.0 Q3 2013
113757 E3F935880629111041FF051 2013-09-06 NaN 60 Current NaT 0.21115 0.1870 0.1770 0.16468 0.0774 0.08728 4.0 C 10.0 1 MD Professional Employed 178.0 False False NaN 2013-09-06 640.0 659.0 1990-05-30 5.0 5.0 10.0 1 40.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 499.0 0.99 1.0 10.0 0.60 0.0 0.19 True 6650.000000 4740369155417878429D1CC 2.0 32.0 32.0 0.0 0.0 7000.00 1582.77 NaN 0 NaN 6 100701 8500 2013-09-10 219.09 1091.0952 443.07 648.0252 -34.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q3 2013
113759 E40235854713663816C8C96 2013-07-23 NaN 36 Current NaT 0.26528 0.2272 0.2172 0.20000 0.0975 0.10250 3.0 D 4.0 1 SD Sales - Commission Employed 5.0 False False NaN 2013-07-23 660.0 679.0 1989-07-01 9.0 9.0 46.0 5 590.0 0.0 1.0 1.0 0.0 8.0 0.0 0.0 27115.0 0.98 485.0 43.0 0.97 0.0 0.41 True 5208.333333 433C3687778524779D7D763 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 97207 4000 2013-07-26 154.26 1077.3301 576.74 500.5901 -22.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q3 2013
113760 E4073592420616089DF9158 2013-10-17 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 7.0 1 LA Executive Employed 444.0 True False NaN 2013-10-17 680.0 699.0 1993-08-17 15.0 15.0 38.0 10 496.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 13869.0 0.81 2822.0 38.0 0.92 1.0 0.27 True 9065.333333 36DE3697190849755966027 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106869 25000 2013-10-23 629.41 2505.5852 1058.30 1447.2852 -82.92 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113761 E40A354460558377113BCF1 2012-04-18 NaN 60 Current NaT 0.16151 0.1385 0.1285 0.12800 0.0200 0.10800 6.0 A 8.0 1 NJ Other Not employed 5.0 False False NaN 2012-05-26 720.0 739.0 2004-09-30 8.0 8.0 25.0 4 253.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 9595.0 0.38 15255.0 22.0 0.95 0.0 NaN False 0.000000 9C34365274904909869B15F 1.0 12.0 12.0 0.0 0.0 9500.00 8439.78 24.0 0 NaN 21 67301 7000 2012-06-05 162.33 3246.6000 1827.55 1419.0500 -102.46 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 9 0.0 0.0 Q2 2012
113762 E41735941348970874153D6 2013-11-18 NaN 60 Current NaT 0.13636 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 11.0 20 NY Other Employed 41.0 True False NaN 2013-11-18 740.0 759.0 1999-09-29 10.0 9.0 24.0 5 400.0 2.0 9.0 0.0 0.0 0.0 0.0 0.0 10427.0 0.35 18673.0 20.0 1.00 1.0 0.23 True 9083.333333 392A3698760081149907747 2.0 58.0 58.0 0.0 0.0 12700.00 0.00 NaN 0 NaN 4 118161 25000 2013-11-27 548.44 3096.8800 2449.09 647.7900 -56.88 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 149 100000.0 100000.0 Q4 2013
113764 E4233591835921248A325C1 2013-10-26 NaN 36 Current NaT 0.22108 0.1840 0.1740 0.16214 0.0749 0.08724 4.0 C 4.0 1 AL Teacher Employed 96.0 True False NaN 2013-10-26 660.0 679.0 1988-10-01 15.0 12.0 47.0 9 464.0 1.0 3.0 0.0 0.0 7.0 0.0 0.0 16145.0 0.92 792.0 38.0 0.94 1.0 0.33 True 4583.333333 136F3696802729603505524 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 108518 15000 2013-10-31 545.30 2181.2000 1302.18 879.0200 -47.77 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 66 50000.0 74999.0 Q4 2013
113765 DE393586895011134F40215 2013-08-13 NaN 60 Current NaT 0.21156 0.1874 0.1774 0.16680 0.0624 0.10440 4.0 C 6.0 1 MD Tradesman - Electrician Employed 34.0 False False NaN 2013-08-13 680.0 699.0 2001-10-23 8.0 6.0 12.0 7 348.0 1.0 4.0 1.0 927.0 1.0 3.0 0.0 4552.0 0.27 11413.0 12.0 0.91 1.0 0.13 True 7500.000000 FF123692118478717094063 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 100394 25000 2013-08-30 644.94 3869.6400 1593.18 2276.4600 -121.47 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 367 75000.0 99999.0 Q3 2013
113766 DE463545471486142487A42 2012-04-16 NaN 36 Current NaT 0.12427 0.0964 0.0864 0.08620 0.0200 0.06620 6.0 A 8.0 19 CA Other Not employed 11.0 False False NaN 2012-04-16 720.0 739.0 1996-08-30 5.0 3.0 35.0 2 127.0 0.0 5.0 0.0 0.0 0.0 0.0 0.0 10092.0 0.51 9508.0 13.0 1.00 0.0 NaN False 0.000000 16293648583701816437F83 1.0 35.0 35.0 0.0 0.0 2100.00 0.00 -2.0 0 NaN 23 64132 4500 2012-04-23 144.44 3162.6800 2560.73 601.9500 -60.91 -11.56 0.0 0.0 0.0 1.0000 0 0 0.0 71 0.0 0.0 Q2 2012
113769 DE4C35848475602944EFA18 2013-07-26 NaN 36 Past Due (31-60 days) NaT 0.31790 0.2786 0.2686 0.24470 0.1325 0.11220 2.0 E 3.0 1 NJ Analyst Employed 169.0 True False NaN 2013-07-26 640.0 659.0 1999-06-06 6.0 7.0 21.0 2 95.0 0.0 6.0 3.0 2798.0 9.0 1.0 0.0 3146.0 0.10 27354.0 16.0 0.50 0.0 0.20 True 6333.333333 A2053688084870270A244B0 NaN NaN NaN NaN NaN NaN NaN NaN 38 NaN 8 97705 2600 2013-07-31 107.35 461.7500 0.00 461.7500 0.00 -91.25 0.0 0.0 0.0 1.0000 0 0 0.0 4 75000.0 99999.0 Q3 2013
113771 DE6635802402006922067D7 2013-06-13 NaN 60 Current NaT 0.17061 0.1474 0.1374 0.13100 0.0449 0.08610 5.0 B 7.0 2 CO Professional Employed 14.0 True False NaN 2013-06-14 720.0 739.0 1986-12-18 19.0 18.0 57.0 14 1243.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 41429.0 0.67 15643.0 43.0 1.00 0.0 0.43 True 6166.666667 55FD3686491238249630307 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 94507 3000 2013-06-27 70.96 566.4685 282.96 283.5085 -19.32 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113772 DE6836015542769595C8879 2014-02-12 NaN 36 Current NaT 0.20051 0.1635 0.1535 0.14345 0.0699 0.07355 4.0 C 4.0 7 NY Laborer Employed 187.0 False False NaN 2014-02-12 700.0 719.0 2001-04-01 16.0 11.0 35.0 11 458.0 1.0 5.0 0.0 0.0 0.0 0.0 0.0 14514.0 0.58 8056.0 32.0 1.00 2.0 0.24 True 4433.333333 7CB6370931682834173A636 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135435 3000 2014-03-11 105.99 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113774 C6B43587536867777BEE7DA 2013-08-21 NaN 36 Current NaT 0.22712 0.1899 0.1799 0.16790 0.0724 0.09550 4.0 C 3.0 1 MD Tradesman - Mechanic Employed 92.0 True False NaN 2013-08-21 720.0 739.0 1996-08-14 14.0 12.0 45.0 10 1069.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 43357.0 0.86 6239.0 43.0 1.00 0.0 0.26 True 7750.000000 8BA936920458947276E8C9B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 99800 10000 2013-08-23 366.51 2199.0600 1292.54 906.5200 -47.73 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 32 75000.0 99999.0 Q3 2013
113778 C6CE3554374757161A31970 2012-08-04 NaN 36 Current NaT 0.08829 0.0749 0.0649 0.06490 0.0099 0.05500 7.0 AA 10.0 1 KY Professor Employed 84.0 True False NaN 2012-08-04 780.0 799.0 1999-10-01 15.0 15.0 48.0 16 1005.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 31415.0 0.43 40509.0 43.0 0.97 1.0 0.18 True 10000.000000 565A365887757743779C45C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 19 72361 9500 2012-08-14 295.47 5318.4600 4482.48 835.9800 -111.62 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 217 100000.0 100000.0 Q3 2012
113779 C6D33587727009711A34C38 2013-08-22 NaN 60 Current NaT 0.20593 0.1819 0.1719 0.16190 0.0599 0.10200 5.0 B 4.0 15 NY Professional Employed 111.0 False False NaN 2013-08-22 660.0 679.0 2000-03-28 5.0 5.0 24.0 2 520.0 0.0 1.0 3.0 0.0 14.0 0.0 0.0 18869.0 0.99 131.0 20.0 0.85 0.0 0.30 True 4250.000000 0B5136927738148059BB1DF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 100682 9000 2013-09-04 229.47 1381.3000 586.08 795.2200 -38.34 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 12 50000.0 74999.0 Q3 2013
113781 C6DF36000953088984E59E0 2014-01-30 NaN 60 Current NaT 0.15425 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 8.0 3 FL Truck Driver Employed 9.0 False False NaN 2014-01-26 720.0 739.0 2005-12-07 11.0 10.0 16.0 9 291.0 2.0 7.0 0.0 0.0 0.0 0.0 0.0 3792.0 0.25 11108.0 14.0 1.00 2.0 0.26 True 3418.166667 F4B337054013636120754B6 1.0 7.0 7.0 0.0 0.0 12000.00 0.00 NaN 0 NaN 1 129953 10000 2014-02-03 228.25 228.2500 127.45 100.8000 -7.67 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 161 25000.0 49999.0 Q1 2014
113784 CF4C3593704223935C8DEF5 2013-11-05 NaN 36 Current NaT 0.12691 0.0990 0.0890 0.08643 0.0249 0.06153 6.0 A 11.0 1 CA Other Employed 158.0 True False NaN 2013-11-05 720.0 739.0 1981-05-11 10.0 10.0 48.0 7 954.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 105680.0 0.76 5830.0 41.0 0.97 0.0 0.30 True 8583.333333 201236983232508516D28D5 1.0 18.0 18.0 0.0 0.0 25000.00 13434.38 NaN 0 NaN 4 110094 15000 2013-11-14 483.30 1445.8315 1084.70 361.1315 -36.89 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q4 2013
113788 CF7A3581919500332B72FF4 2013-06-19 NaN 60 Current NaT 0.21156 0.1874 0.1774 0.16680 0.0624 0.10440 4.0 C 5.0 1 VT Engineer - Electrical Employed 154.0 True False NaN 2013-06-19 720.0 739.0 1998-03-17 19.0 17.0 32.0 12 626.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 22470.0 0.68 8102.0 32.0 1.00 1.0 0.41 True 5774.833333 64FD36865891703903F7D2A 2.0 37.0 37.0 0.0 0.0 21000.00 5264.22 -7.0 0 NaN 9 93699 10000 2013-06-26 257.98 2058.7058 852.07 1206.6358 -64.66 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113789 CF7D360314586070746CBB7 2014-03-01 NaN 36 Current NaT 0.14446 0.1159 0.1059 0.10157 0.0374 0.06417 6.0 A 7.0 1 MI Civil Service Employed 175.0 True False NaN 2014-03-01 700.0 719.0 1997-11-04 10.0 10.0 27.0 6 538.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 19308.0 0.99 101.0 23.0 1.00 0.0 0.32 True 5777.333333 C7DA37071609751185E933A 1.0 23.0 23.0 0.0 0.0 2500.00 1186.40 NaN 0 NaN 0 134124 20000 2014-03-04 660.38 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113790 CF833598215700502CA6121 2014-01-07 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 6.0 1 CA Executive Employed 70.0 True False NaN 2014-01-07 740.0 759.0 2000-02-18 6.0 6.0 18.0 4 353.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 27751.0 0.94 415.0 13.0 1.00 0.0 0.12 True 8332.083333 20BB370361421646940556F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 124980 5800 2014-01-09 185.25 370.5000 284.31 86.1900 -9.27 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113793 E43E35990212382128FB3B0 2014-01-08 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 4.0 1 KS Truck Driver Employed 21.0 True False NaN 2014-01-08 700.0 719.0 1993-04-01 20.0 18.0 47.0 15 685.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 18243.0 0.37 23681.0 42.0 0.90 1.0 0.32 True 6666.666667 2AD237051385544683FF396 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127677 9000 2014-01-23 246.02 246.0200 81.68 164.3400 -7.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 75000.0 99999.0 Q1 2014
113794 E44635097460713913FB597 2011-03-11 NaN 36 Current NaT 0.29510 0.2599 0.2499 0.24370 0.1080 0.13570 3.0 D 7.0 2 NY Food Service Management Employed 174.0 False False NaN 2011-03-11 640.0 659.0 1998-07-16 5.0 5.0 33.0 5 189.0 3.0 5.0 0.0 0.0 13.0 1.0 0.0 6696.0 0.35 1425.0 25.0 0.76 1.0 0.11 True 4916.666667 E9DF36137566102506F57C3 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 36 47883 3000 2011-03-22 120.86 4230.1000 2874.52 1355.5800 -52.17 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 59 50000.0 74999.0 Q1 2011
113796 E457360161315253186457B 2014-02-02 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 10.0 1 CA Nurse (RN) Employed 128.0 True False NaN 2014-02-02 700.0 719.0 1990-10-12 19.0 18.0 51.0 15 1301.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 171041.0 0.94 8890.0 38.0 0.97 0.0 0.19 True 12500.000000 946237054484516574EE8E1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 131711 25000 2014-02-13 798.49 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113798 E46B3592927447759E57B6B 2013-10-22 NaN 60 Current NaT 0.19681 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 7.0 1 CO Engineer - Mechanical Employed 43.0 False False NaN 2013-10-22 700.0 719.0 1999-05-10 13.0 9.0 24.0 5 248.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 14410.0 0.58 10390.0 24.0 1.00 1.0 0.37 True 5950.000000 A5AC369683411682908492F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 109540 15000 2013-11-04 375.21 1500.8400 661.10 839.7400 -48.54 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 114 50000.0 74999.0 Q4 2013
113805 DEB635932897313663D1901 2013-11-06 NaN 36 Current NaT 0.20626 0.1695 0.1595 0.14963 0.0649 0.08473 4.0 C 6.0 1 TX Teacher Employed 3.0 False False NaN 2013-11-06 660.0 679.0 2000-08-10 9.0 9.0 40.0 5 217.0 0.0 0.0 2.0 18686.0 5.0 1.0 1.0 3045.0 0.33 6060.0 16.0 0.76 1.0 0.30 True 4250.000000 B38C369906129226909467D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110114 2000 2013-11-13 71.26 213.7800 130.20 83.5800 -4.93 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 9 50000.0 74999.0 Q4 2013
113807 DEC635335648884308610DB 2011-12-20 NaN 36 Current NaT 0.19108 0.1621 0.1521 0.14950 0.0595 0.09000 5.0 B 8.0 7 CT Other Employed 41.0 False False NaN 2011-12-20 680.0 699.0 1999-10-26 11.0 11.0 21.0 11 328.0 3.0 8.0 0.0 0.0 1.0 0.0 0.0 1052.0 0.28 1609.0 21.0 0.80 1.0 0.08 True 8166.666667 72BA3637932621972FEFC07 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 58252 10000 2011-12-30 352.61 9167.8600 6719.37 2448.4900 -151.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 124 75000.0 99999.0 Q4 2011
113810 C6E63602586259657E29507 2014-02-27 NaN 60 Current NaT 0.18426 0.1605 0.1505 0.14089 0.0674 0.07349 4.0 C 6.0 1 NY Computer Programmer Employed 95.0 False False NaN 2014-02-24 700.0 719.0 2002-04-01 11.0 11.0 16.0 9 502.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 21189.0 0.37 35111.0 16.0 1.00 1.0 0.36 True 5416.666667 9EB43706590140246BE802F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134309 15000 2014-03-03 365.17 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113811 C6E73592981087840368F42 2013-10-22 NaN 60 Current NaT 0.22601 0.2015 0.1915 0.17716 0.0874 0.08976 4.0 C 6.0 7 NC Nurse (RN) Employed 16.0 True False NaN 2013-10-22 660.0 679.0 1998-10-22 8.0 7.0 16.0 5 133.0 0.0 2.0 0.0 0.0 0.0 1.0 0.0 20019.0 0.48 21081.0 16.0 1.00 3.0 0.19 True 4608.000000 96223696408507800630BBA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107627 15000 2013-10-25 398.66 1586.3592 591.05 995.3092 -49.80 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113813 C6E835320274534389038B8 2011-11-18 NaN 60 Current NaT 0.28489 0.2589 0.2489 0.24300 0.0850 0.15800 4.0 C 3.0 1 FL Professional Employed 18.0 True False NaN 2011-11-18 700.0 719.0 1994-11-18 18.0 12.0 37.0 8 660.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 25330.0 0.97 364.0 36.0 0.88 1.0 0.36 True 8166.666667 21453635576835420753606 3.0 64.0 48.0 12.0 4.0 25500.00 6192.59 27.0 0 NaN 28 56818 15000 2011-11-30 448.13 12144.3300 4463.53 7680.8000 -276.70 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 235 75000.0 99999.0 Q4 2011
113815 C6EE359613414267396E855 2013-12-01 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 8.0 1 AR Teacher Employed 317.0 False False NaN 2013-12-01 700.0 719.0 1988-04-01 11.0 11.0 20.0 10 554.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 17361.0 0.65 8523.0 20.0 0.80 0.0 0.55 True 4500.000000 EE2F3700470923802AA8C6D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121073 13000 2013-12-12 456.08 906.5148 565.94 340.5748 -21.84 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113816 C6F0360163239376458D6BC 2014-01-25 NaN 36 Current NaT 0.31975 0.2800 0.2700 0.24550 0.1475 0.09800 2.0 E 3.0 1 NY Other Employed 28.0 False False NaN 2014-02-28 680.0 699.0 1997-08-01 8.0 7.0 52.0 5 678.0 1.0 6.0 0.0 0.0 0.0 0.0 0.0 26964.0 0.87 3686.0 39.0 1.00 0.0 0.55 True 3333.333333 C3E13708040254794ECC7D5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134723 9000 2014-03-05 372.27 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113817 C7003563321910655D92C71 2012-11-15 NaN 60 Current NaT 0.21822 0.1939 0.1839 0.17390 0.0549 0.11900 5.0 B 8.0 1 NY Other Other 547.0 True False NaN 2012-11-15 760.0 779.0 1999-02-12 11.0 8.0 25.0 6 358.0 1.0 3.0 0.0 0.0 0.0 0.0 0.0 9223.0 0.29 21977.0 25.0 0.96 1.0 0.36 True 3416.666667 B01F36665859049935B2376 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 78093 15000 2012-11-26 392.33 5884.9500 2519.26 3365.6900 -173.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 181 25000.0 49999.0 Q4 2012
113820 CF993599802831274C08218 2014-01-09 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.13953 0.0624 0.07713 4.0 C 4.0 1 AL Skilled Labor Employed 29.0 True False NaN 2014-01-09 660.0 679.0 2001-12-17 8.0 8.0 21.0 6 259.0 3.0 9.0 0.0 0.0 9.0 1.0 0.0 3181.0 0.63 1442.0 17.0 0.88 2.0 0.16 True 2500.000000 DFF537040683293191E5A35 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 126005 4000 2014-01-13 140.33 140.3300 86.48 53.8500 -3.40 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113821 CF9D35995956313059A9841 2014-01-05 NaN 36 Current NaT 0.21648 0.1795 0.1695 0.15767 0.0774 0.08027 4.0 C 6.0 1 CA Other Employed 30.0 False False NaN 2014-01-05 640.0 659.0 2005-01-08 8.0 7.0 14.0 6 240.0 1.0 8.0 0.0 0.0 0.0 0.0 0.0 10465.0 0.99 53.0 14.0 0.85 2.0 0.25 True 5216.666667 3D983703443459901C510C5 1.0 11.0 11.0 0.0 0.0 7300.00 0.00 NaN 0 NaN 2 125588 13200 2014-01-09 476.88 947.2685 694.83 252.4385 -14.42 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113822 CFA43584124338798C91504 2013-07-11 NaN 60 Current NaT 0.25359 0.2284 0.2184 0.20210 0.0874 0.11470 4.0 C 3.0 7 MD Other Employed 451.0 True False NaN 2013-07-30 760.0 779.0 1993-06-10 17.0 17.0 34.0 14 403.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 7100.0 0.23 15443.0 33.0 0.87 1.0 0.23 True 7483.333333 8A5436897935191810074D0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 7 97837 15000 2013-08-01 421.48 2940.9737 1014.93 1926.0437 -84.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q3 2013
113824 CFAA36019536746196211FA 2014-02-08 NaN 36 Current NaT 0.11599 0.0879 0.0779 0.07582 0.0224 0.05342 6.0 A 10.0 1 MD Other Employed 48.0 True False NaN 2014-02-08 780.0 799.0 2005-03-22 7.0 7.0 13.0 4 129.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 5405.0 0.32 11095.0 13.0 1.00 0.0 0.30 True 6666.666667 BA16370702522074512D10A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 133321 25000 2014-02-20 792.55 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113827 CFC53595107345464695287 2013-11-15 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 GA Professor Employed 66.0 False False NaN 2013-11-15 640.0 659.0 1992-01-01 6.0 6.0 53.0 3 392.0 1.0 7.0 0.0 0.0 4.0 1.0 0.0 2384.0 0.47 2616.0 34.0 0.70 0.0 0.26 True 7416.666667 75FC3699289923487FD1C0C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120319 4000 2013-12-05 166.54 333.0800 141.13 191.9500 -6.74 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 75000.0 99999.0 Q4 2013
113828 E4873575253129418B405FA 2013-03-27 NaN 60 Current NaT 0.27637 0.2506 0.2406 0.22110 0.1025 0.11860 3.0 D 3.0 1 PA Other Employed 92.0 False False NaN 2013-03-27 680.0 699.0 1999-02-17 9.0 9.0 20.0 6 377.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 48246.0 0.82 10054.0 17.0 1.00 0.0 0.23 True 5083.333333 C3203679718588747EC5B51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88906 12400 2013-04-23 364.38 3643.8000 1143.74 2500.0600 -99.77 0.00 0.0 0.0 0.0 0.8266 0 0 0.0 118 50000.0 74999.0 Q2 2013
113832 E49C355802433193263EF1F 2012-09-21 NaN 60 Current NaT 0.23718 0.2124 0.2024 0.19880 0.0599 0.13890 5.0 B 8.0 1 CT Retail Management Employed 138.0 False False NaN 2012-09-10 700.0 719.0 2002-04-09 11.0 11.0 23.0 11 1300.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 25153.0 0.28 19477.0 21.0 1.00 1.0 0.33 True 5833.333333 3F913663243545651DA99CA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 75077 12500 2012-09-25 339.86 5777.6200 2324.59 3453.0300 -162.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 24 50000.0 74999.0 Q3 2012
113838 DEE936037855871980A9C72 2014-02-23 NaN 60 Current NaT 0.20679 0.1825 0.1725 0.15997 0.0824 0.07757 4.0 C 6.0 20 OK Sales - Commission Employed 61.0 True False NaN 2014-02-23 660.0 679.0 2001-04-11 5.0 5.0 17.0 3 230.0 0.0 3.0 2.0 145.0 0.0 1.0 0.0 50317.0 0.93 109.0 11.0 0.53 0.0 0.13 True 5000.000000 648737076989062682B3F31 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 135761 6000 2014-03-11 153.18 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113841 DF0935926015726826D8943 2013-10-11 NaN 60 Current NaT 0.19988 0.1760 0.1660 0.15519 0.0699 0.08529 4.0 C 6.0 13 CA Executive Employed 141.0 False False NaN 2013-10-03 660.0 679.0 2003-03-07 14.0 14.0 22.0 16 815.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 20354.0 0.83 3246.0 21.0 1.00 0.0 0.17 True 6250.000000 409E3695765177575D645EF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 107366 9000 2013-10-24 226.59 902.0203 381.00 521.0203 -29.84 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113844 DF2235930095582149BB088 2013-10-22 NaN 36 Current NaT 0.15833 0.1299 0.1199 0.11477 0.0399 0.07487 6.0 A 10.0 7 FL Other Employed 50.0 False False NaN 2013-10-22 720.0 739.0 2004-07-05 10.0 9.0 37.0 8 165.0 3.0 15.0 0.0 0.0 0.0 0.0 0.0 1515.0 0.10 12019.0 37.0 0.97 1.0 0.55 True 4631.250000 B3E83697735327685D0CF69 3.0 25.0 25.0 0.0 0.0 19500.00 0.01 NaN 0 NaN 4 108848 15000 2013-11-04 505.34 2016.0216 1402.49 613.5316 -47.64 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113845 DF293593199544112BAA1BB 2013-11-06 NaN 36 Current NaT 0.19501 0.1585 0.1485 0.14008 0.0574 0.08268 5.0 B 3.0 1 WA Other Employed 297.0 True False NaN 2013-11-06 720.0 739.0 1985-04-14 12.0 10.0 32.0 9 830.0 1.0 4.0 0.0 0.0 0.0 0.0 0.0 12406.0 0.64 6120.0 31.0 1.00 0.0 0.40 True 4333.333333 DD08369811933159325D841 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 111121 10000 2013-11-13 350.83 1048.1475 661.87 386.2775 -24.65 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113849 FFF23553008290953A64A4C 2012-07-25 NaN 36 Current NaT 0.19645 0.1599 0.1499 0.14730 0.0549 0.09240 5.0 B 6.0 13 PA Administrative Assistant Employed 17.0 True False NaN 2012-07-25 660.0 679.0 1995-12-09 10.0 10.0 21.0 8 427.0 2.0 5.0 0.0 0.0 0.0 0.0 0.0 14321.0 0.79 3339.0 19.0 0.84 1.0 0.17 True 3000.000000 DF6F3657960000724FEE5E7 1.0 1.0 1.0 0.0 0.0 2500.00 0.00 17.0 0 NaN 20 71262 2000 2012-07-30 70.30 1320.7000 920.00 400.7000 -25.04 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 24 25000.0 49999.0 Q3 2012
113850 FFF935959526925194007C0 2013-12-02 NaN 36 Current NaT 0.14206 0.1139 0.1039 0.09989 0.0349 0.06499 6.0 A 6.0 1 OR Food Service Employed 12.0 False False NaN 2013-12-02 700.0 719.0 2005-06-01 12.0 12.0 17.0 12 328.0 1.0 2.0 0.0 0.0 0.0 1.0 0.0 6160.0 0.37 9234.0 17.0 1.00 2.0 0.15 True 3333.333333 D9BF36992179031777A0693 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120295 5500 2013-12-05 181.08 360.4437 256.98 103.4637 -9.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113851 DF373531420779422633A55 2011-11-08 NaN 36 Current NaT 0.35132 0.3149 0.3049 0.29090 0.1470 0.14390 2.0 E 4.0 1 IL Other Employed 172.0 True False NaN 2011-11-05 680.0 699.0 1984-05-27 20.0 15.0 41.0 10 724.0 3.0 12.0 1.0 25.0 2.0 0.0 0.0 23153.0 0.96 808.0 38.0 0.94 1.0 0.18 True 10416.666667 688636342431546685E4BCB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 28 56055 3000 2011-11-17 129.82 3505.1400 1952.10 1553.0400 -49.33 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 30 100000.0 100000.0 Q4 2011
113854 DF4135834871108787D28ED 2013-07-12 NaN 36 Current NaT 0.25781 0.2199 0.2099 0.19370 0.0925 0.10120 3.0 D 2.0 15 KS Computer Programmer Employed 35.0 False False NaN 2013-07-12 680.0 699.0 2001-10-17 8.0 8.0 42.0 4 92.0 3.0 6.0 2.0 0.0 21.0 1.0 0.0 1402.0 0.28 3598.0 30.0 0.70 2.0 0.12 True 3416.666667 F17536872756318109D2F2A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 8 95663 2000 2013-07-16 76.37 533.3851 291.31 242.0751 -11.07 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q3 2013
113855 DF45360176809914475660A 2014-02-15 NaN 36 Current NaT 0.14751 0.1189 0.1089 0.10446 0.0374 0.06706 6.0 A 11.0 3 NY Food Service Management Full-time 89.0 False False NaN 2014-02-15 640.0 659.0 2009-12-28 6.0 5.0 6.0 4 117.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 5584.0 0.60 3616.0 6.0 0.83 0.0 0.07 True 6666.666667 AF9137078284596293E2EFD 1.0 35.0 33.0 2.0 0.0 3000.00 0.00 NaN 0 NaN 1 133954 8500 2014-02-25 281.88 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 143 75000.0 99999.0 Q1 2014
113856 DF5935477850856712D6CA7 2012-05-30 NaN 36 Current NaT 0.28851 0.2499 0.2399 0.23400 0.1190 0.11500 3.0 D 6.0 1 TN Other Other 87.0 True False NaN 2012-05-30 680.0 699.0 1979-12-01 5.0 4.0 19.0 3 59.0 3.0 4.0 1.0 0.0 8.0 1.0 0.0 545.0 0.25 748.0 16.0 0.76 1.0 0.13 True 2466.250000 C03B365349935824730B3CD NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 67403 2500 2012-06-06 99.39 1987.8000 1157.27 830.5300 -33.24 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 14 25000.0 49999.0 Q2 2012
113857 DF5C3533509326128CA4816 2011-12-08 NaN 36 Current NaT 0.28974 0.2511 0.2411 0.23520 0.1120 0.12320 3.0 D 6.0 3 NJ Professional Self-employed 92.0 False False NaN 2011-11-30 720.0 739.0 1995-09-21 12.0 9.0 44.0 11 842.0 0.0 4.0 0.0 0.0 0.0 0.0 0.0 25713.0 0.62 14543.0 21.0 1.00 2.0 NaN False 8333.333333 D65D3637947707037AE5E02 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 27 57414 10000 2011-12-13 398.18 10352.6800 6428.42 3924.2600 -156.28 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 5 100000.0 100000.0 Q4 2011
113858 DF5D358022246352110C3B5 2013-06-03 NaN 60 Current NaT 0.18852 0.1649 0.1549 0.14670 0.0524 0.09430 5.0 B 5.0 1 CA Computer Programmer Employed 27.0 False False NaN 2013-05-18 720.0 739.0 1993-10-21 21.0 20.0 30.0 8 384.0 0.0 6.0 0.0 0.0 0.0 0.0 0.0 11856.0 0.31 26146.0 26.0 0.96 0.0 0.22 True 7666.666667 06243684237485330524FAA NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 92622 6000 2013-06-17 147.48 1179.8400 541.58 638.2600 -38.71 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 35 75000.0 99999.0 Q2 2013
113860 C7293510325393308F24E59 2011-03-14 NaN 36 Current NaT 0.13109 0.1099 0.0999 0.09830 0.0495 0.04880 5.0 B 8.0 1 CO Analyst Employed 55.0 False False NaN 2011-03-14 740.0 759.0 1994-07-14 17.0 12.0 33.0 14 1202.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 24193.0 0.45 26891.0 30.0 0.77 0.0 0.29 True 5966.666667 E9623614838555292C0D56E 1.0 35.0 35.0 0.0 0.0 5000.00 0.02 129.0 0 NaN 36 47909 7500 2011-03-22 245.50 8592.5000 7251.13 1341.3700 -116.43 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 77 50000.0 74999.0 Q1 2011
113861 C72935607796818514927C6 2012-10-13 NaN 36 Current NaT 0.25781 0.2199 0.2099 0.19370 0.0925 0.10120 3.0 D 7.0 1 MT Construction Employed 149.0 True False NaN 2012-10-13 640.0 659.0 1999-01-28 11.0 11.0 25.0 12 459.0 2.0 2.0 0.0 0.0 0.0 1.0 0.0 9772.0 0.73 2619.0 24.0 0.92 1.0 0.16 True 4416.666667 914D366411576359660CCEF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 17 76589 6500 2012-10-19 248.20 3971.2000 2371.45 1599.7500 -72.75 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 101 50000.0 74999.0 Q4 2012
113862 C72E354740199233312E26E 2012-05-07 NaN 36 Current NaT 0.21372 0.1768 0.1668 0.16390 0.0565 0.10740 5.0 B 8.0 3 NM Other Employed 75.0 True False NaN 2012-05-07 760.0 779.0 1993-02-25 5.0 4.0 15.0 4 78.0 0.0 3.0 1.0 0.0 4.0 5.0 2.0 2881.0 0.31 5789.0 14.0 0.80 0.0 0.08 True 8000.000000 90FE3650752430623030478 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 22 66443 15000 2012-05-22 539.88 11337.4800 7767.71 3569.7700 -201.94 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 274 75000.0 99999.0 Q2 2012
113867 C95D3595697503814A788D5 2013-11-30 NaN 60 Current NaT 0.20808 0.1840 0.1740 0.16162 0.0799 0.08172 4.0 C 5.0 1 KS Administrative Assistant Employed 26.0 False False NaN 2013-11-30 660.0 679.0 1999-08-17 19.0 19.0 47.0 13 293.0 0.0 4.0 0.0 0.0 3.0 1.0 0.0 3533.0 0.37 5065.0 39.0 0.80 0.0 0.30 True 3083.333333 362236994041549644ABA6F NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 120571 10000 2013-12-06 256.12 520.0000 330.28 189.7200 -10.31 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 36 25000.0 49999.0 Q4 2013
113870 D1BE3573000787392552EA8 2013-03-06 NaN 36 Current NaT 0.23530 0.1979 0.1879 0.17490 0.0774 0.09750 4.0 C 5.0 16 NY Teacher Employed 140.0 True False NaN 2013-03-06 680.0 699.0 1994-03-18 9.0 8.0 30.0 7 489.0 2.0 3.0 0.0 0.0 0.0 2.0 0.0 29604.0 0.89 2025.0 23.0 1.00 0.0 0.16 True 6500.000000 E4A63679219448577D0ED10 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 87968 15000 2013-04-10 555.85 5558.5000 3310.77 2247.7300 -113.57 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 213 75000.0 99999.0 Q2 2013
113871 D1C23597390518354C2CA9C 2013-12-07 NaN 36 Current NaT 0.25279 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 4.0 3 NC Analyst Employed 40.0 True False NaN 2013-12-07 660.0 679.0 1998-10-01 12.0 11.0 48.0 6 142.0 0.0 16.0 1.0 0.0 2.0 0.0 0.0 1926.0 0.23 6274.0 33.0 0.84 0.0 0.32 True 6266.666667 14B23700101222986B11FBF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 121232 10000 2013-12-12 379.32 758.6400 397.03 361.6100 -16.82 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 2 75000.0 99999.0 Q4 2013
113874 D1D8356719779360617F55C 2013-01-02 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 4.0 1 TX Military Enlisted Employed 135.0 False False NaN 2013-01-02 640.0 659.0 2000-09-25 7.0 6.0 25.0 3 338.0 1.0 8.0 0.0 0.0 4.0 0.0 0.0 10496.0 0.96 194.0 23.0 0.87 1.0 0.41 True 3430.583333 CF0136708281727297B857B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 14 82110 4000 2013-01-14 163.56 2096.2800 1006.92 1089.3600 -39.63 -13.08 0.0 0.0 0.0 1.0000 0 0 0.0 83 25000.0 49999.0 Q1 2013
113875 D1DC353111539818204A887 2011-11-16 NaN 36 Past Due (61-90 days) NaT 0.35132 0.3149 0.3049 0.29090 0.1470 0.14390 2.0 E 4.0 7 FL Administrative Assistant Employed 97.0 True False NaN 2011-11-11 720.0 739.0 1958-01-01 15.0 13.0 46.0 11 162.0 0.0 0.0 6.0 15899.0 41.0 0.0 0.0 4251.0 0.96 140.0 40.0 0.70 0.0 0.19 True 4702.166667 0AD73637039708944A45D61 NaN NaN NaN NaN NaN NaN NaN NaN 70 NaN 28 56640 5000 2011-11-30 216.36 5387.4200 2719.58 2667.8400 -71.39 -231.78 0.0 0.0 0.0 1.0000 0 0 0.0 6 50000.0 74999.0 Q4 2011
113877 E2B23514231053549EB0503 2011-04-26 NaN 36 Current NaT 0.12511 0.1040 0.0940 0.09380 0.0350 0.05880 6.0 A 9.0 2 NY Other Employed 144.0 False False NaN 2011-04-11 720.0 739.0 1996-03-12 9.0 7.0 16.0 6 228.0 3.0 4.0 0.0 0.0 0.0 0.0 0.0 8484.0 0.27 8420.0 15.0 0.93 0.0 0.11 True 7000.000000 8AE6361951610201628EDC6 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 34 49254 10000 2011-05-11 324.55 10695.1500 9017.14 1678.0100 -161.36 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 225 75000.0 99999.0 Q2 2011
113881 E2C73590325077098CCF6F5 2013-10-09 NaN 60 Current NaT 0.19681 0.1730 0.1630 0.15264 0.0674 0.08524 4.0 C 11.0 7 CO Professional Employed 37.0 True False NaN 2013-10-09 660.0 679.0 2000-06-06 12.0 10.0 29.0 6 265.0 3.0 5.0 1.0 8463.0 23.0 1.0 0.0 5177.0 0.82 1123.0 25.0 0.96 1.0 0.29 True 8166.666667 EB25369663686350539DEA3 2.0 20.0 20.0 0.0 0.0 24750.00 13259.68 NaN 0 NaN 5 106704 19432 2013-10-23 486.06 1935.0300 829.44 1105.5900 -64.44 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113883 E2D0359051115996117A4D8 2013-10-02 NaN 36 Current NaT 0.26917 0.2310 0.2210 0.20262 0.1075 0.09512 3.0 D 3.0 2 CO Flight Attendant Employed 188.0 False False NaN 2013-09-30 660.0 679.0 1993-07-22 8.0 8.0 29.0 7 381.0 2.0 2.0 0.0 0.0 23.0 1.0 0.0 11371.0 0.74 3189.0 27.0 0.62 0.0 0.15 True 4083.333333 D6E836957319420315FDBA1 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 105013 4000 2013-10-07 155.05 617.6685 318.01 299.6585 -13.08 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113884 E2DB3592247409456BC2FC6 2013-10-09 NaN 60 Current NaT 0.17532 0.1520 0.1420 0.13449 0.0524 0.08209 5.0 B 7.0 1 VA Professional Employed 194.0 True False NaN 2013-10-09 700.0 719.0 1991-06-01 9.0 9.0 25.0 8 777.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 26508.0 0.79 5946.0 23.0 1.00 1.0 0.24 True 4166.666667 861C3696472029644534F2B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 5 106031 9000 2013-10-16 215.06 856.4921 407.02 449.4721 -29.82 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113885 E2DC358132725562241C4CC 2013-06-19 NaN 36 Current NaT 0.20462 0.1679 0.1579 0.14870 0.0599 0.08880 5.0 B 5.0 2 GA Other Employed 41.0 False False NaN 2013-06-19 740.0 759.0 2005-04-22 6.0 5.0 10.0 4 137.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 4420.0 0.47 4101.0 9.0 1.00 0.0 0.31 True 4375.000000 604436862649394557E6005 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 9 93447 15000 2013-06-25 533.22 4265.7600 2706.51 1559.2500 -92.87 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 119 50000.0 74999.0 Q2 2013
113886 E2E83591155138642787408 2013-10-06 NaN 36 Current NaT 0.17601 0.1399 0.1299 0.12380 0.0449 0.07890 5.0 B 10.0 1 AZ Professional Employed 184.0 False False NaN 2013-10-06 660.0 679.0 1993-12-01 6.0 6.0 31.0 6 143.0 1.0 4.0 0.0 0.0 30.0 1.0 0.0 2296.0 0.16 5718.0 28.0 0.67 1.0 0.16 True 3750.000000 7D7D36955165816047F05EE 2.0 16.0 16.0 0.0 0.0 6500.00 3001.24 NaN 0 NaN 5 105805 10000 2013-10-10 341.73 1371.3571 920.35 451.0071 -32.52 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113887 E2EE3576272262861EF3A43 2013-04-11 NaN 60 Current NaT 0.21156 0.1874 0.1774 0.16680 0.0624 0.10440 4.0 C 3.0 1 IN Professional Employed 480.0 True False NaN 2013-04-11 700.0 719.0 1980-01-01 20.0 18.0 57.0 13 518.0 1.0 9.0 1.0 178.0 0.0 0.0 0.0 8521.0 0.30 14513.0 43.0 0.97 2.0 0.16 True 12500.000000 979636800449945129B8796 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88499 6500 2013-04-17 167.69 1676.9000 704.42 972.4800 -51.89 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q2 2013
113888 E3003604647943060EAC1F2 2014-02-27 NaN 36 Current NaT 0.14853 0.1199 0.1099 0.10516 0.0399 0.06526 6.0 A 5.0 7 MD Other Employed 13.0 False False NaN 2014-02-27 760.0 779.0 2003-11-19 3.0 3.0 8.0 2 50.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 205.0 0.03 6295.0 6.0 1.00 0.0 0.20 True 1000.000000 291A3707631700594B29862 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134306 3000 2014-03-03 99.63 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q1 2014
113892 E3113599386032713DCFDE2 2014-01-20 NaN 36 Current NaT 0.15223 0.1239 0.1139 0.10900 0.0399 0.06910 6.0 A 7.0 7 MA Nurse (RN) Employed 162.0 False False NaN 2014-01-20 640.0 659.0 2005-01-20 10.0 10.0 11.0 9 321.0 0.0 5.0 0.0 0.0 1.0 1.0 0.0 6477.0 0.94 218.0 11.0 0.90 1.0 0.12 True 10000.000000 33BA3704733972753DE1A27 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128952 8000 2014-01-29 267.21 264.4944 185.74 78.7544 -6.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113893 E31A36014701412354CD6A2 2014-01-30 NaN 36 Current NaT 0.12081 0.0930 0.0830 0.08058 0.0249 0.05568 6.0 A 8.0 2 CA Retail Management Self-employed 292.0 True False NaN 2014-01-30 740.0 759.0 1977-09-01 17.0 17.0 41.0 12 943.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 75931.0 0.32 67730.0 36.0 0.97 0.0 NaN False 5000.000000 F8723704693166907571361 2.0 36.0 36.0 0.0 0.0 18000.00 5668.59 NaN 0 NaN 1 129468 12000 2014-02-03 383.27 383.2700 297.66 85.6100 -9.21 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014
113895 E69A3594436153917365EF9 2013-11-12 NaN 60 Current NaT 0.20398 0.1800 0.1700 0.15867 0.0724 0.08627 4.0 C 7.0 2 CA Engineer - Mechanical Employed 13.0 True False NaN 2013-11-12 660.0 679.0 2001-11-18 22.0 22.0 31.0 20 865.0 4.0 8.0 0.0 0.0 0.0 0.0 0.0 30821.0 0.42 40979.0 29.0 1.00 2.0 0.23 True 7500.000000 D1FF3701213079545A5CDB5 2.0 16.0 16.0 0.0 0.0 38000.00 19909.42 NaN 0 NaN 3 121796 14000 2013-12-16 355.51 704.1159 285.13 418.9859 -23.66 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q4 2013
113900 E6BC360425933005095E619 2014-02-27 NaN 36 Current NaT 0.16678 0.1305 0.1205 0.11455 0.0474 0.06715 5.0 B 6.0 1 WA Accountant/CPA Employed 108.0 False False NaN 2014-02-27 680.0 699.0 1997-09-25 19.0 19.0 46.0 17 481.0 0.0 10.0 0.0 0.0 0.0 0.0 0.0 15411.0 0.34 28823.0 42.0 1.00 2.0 0.42 True 3466.666667 5C523707726798507320D29 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 133962 10000 2014-03-03 337.18 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q1 2014
113901 E6C0359472136859318BE87 2013-11-22 NaN 60 Current NaT 0.15016 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 8.0 1 GA Executive Employed 86.0 True False NaN 2013-11-22 720.0 739.0 1990-06-10 15.0 15.0 24.0 11 652.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 34336.0 0.86 5125.0 21.0 1.00 0.0 0.30 True 6000.000000 8E32369874792362027A4B0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 117831 20000 2013-11-26 452.40 1350.2192 722.81 627.4092 -49.80 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q4 2013
113903 E6D5360239825759235A854 2014-02-24 NaN 60 Current NaT 0.18426 0.1605 0.1505 0.14089 0.0674 0.07349 4.0 C 4.0 1 TX Landscaping Self-employed 9.0 True False NaN 2014-02-24 700.0 719.0 2002-07-06 15.0 14.0 28.0 11 959.0 1.0 7.0 0.0 0.0 0.0 0.0 0.0 20907.0 0.62 12767.0 26.0 1.00 0.0 NaN False 3833.333333 C4BA3706403032777A27495 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 1 134488 15000 2014-02-28 365.17 0.0000 0.00 0.0000 0.00 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 212 25000.0 49999.0 Q1 2014
113907 C982359388882926442DE72 2013-11-09 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27598 0.1625 0.11348 1.0 HR 2.0 1 AZ Sales - Retail Employed 86.0 False False NaN 2013-11-09 640.0 659.0 1998-09-30 15.0 15.0 21.0 15 704.0 0.0 0.0 1.0 10.0 0.0 0.0 0.0 14805.0 0.62 3784.0 18.0 0.85 0.0 0.40 True 2166.666667 2B4236970977154499F0DBB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 110842 4000 2013-11-13 172.76 503.2800 190.34 312.9400 -9.99 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 3 25000.0 49999.0 Q4 2013
113909 C98635564651525938EB38E 2012-09-08 NaN 60 Current NaT 0.27554 0.2498 0.2398 0.23410 0.0849 0.14920 4.0 C 7.0 2 FL Clerical Employed 265.0 True False NaN 2012-09-08 800.0 819.0 1986-08-01 6.0 6.0 16.0 4 126.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 3827.0 0.28 9523.0 15.0 1.00 1.0 0.24 True 3333.333333 57403661039471901E1A063 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 18 74552 6000 2012-09-17 176.04 2992.6800 1028.04 1964.6400 -78.65 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 9 25000.0 49999.0 Q3 2012
113910 C9873600264828351437CAB 2014-01-24 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 TX Executive Employed 8.0 False False NaN 2014-01-22 640.0 659.0 1985-08-01 9.0 9.0 24.0 6 1055.0 0.0 7.0 1.0 0.0 7.0 8.0 1.0 24976.0 0.99 321.0 24.0 0.83 0.0 0.18 True 18756.000000 C5C83703728217652520B9D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 129056 4000 2014-01-29 166.54 166.5400 72.84 93.7000 -3.29 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 100000.0 100000.0 Q1 2014
113911 C9883594035073098BC5D51 2013-11-15 NaN 36 Current NaT 0.25330 0.2155 0.2055 0.18917 0.0975 0.09167 3.0 D 3.0 14 MD Other Employed 51.0 False False NaN 2013-11-15 660.0 679.0 1998-04-28 7.0 7.0 38.0 5 165.0 3.0 4.0 0.0 0.0 48.0 1.0 0.0 2388.0 0.34 4316.0 25.0 0.69 2.0 0.29 True 3333.333333 0EA3370036057406813973D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118059 10000 2013-11-27 379.58 1132.8359 606.64 526.1959 -24.69 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113912 C98A3597264633447D66DF9 2013-12-16 NaN 36 Current NaT 0.06726 0.0605 0.0505 0.05000 0.0074 0.04260 7.0 AA 11.0 2 MN Scientist Employed 102.0 False True NaN 2013-12-16 800.0 819.0 1999-04-23 10.0 10.0 37.0 10 283.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 1031.0 0.01 50669.0 36.0 1.00 1.0 0.20 True 2500.000000 116E3701974186089374F18 1.0 2.0 2.0 0.0 0.0 6000.00 0.00 NaN 0 NaN 3 121950 4000 2013-12-20 121.78 497.0870 454.56 42.5270 -7.15 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q4 2013
113916 D2063562664602024E13D82 2012-11-08 NaN 36 Current NaT 0.33286 0.2932 0.2832 0.25750 0.1425 0.11500 2.0 E 6.0 13 FL Professional Employed 149.0 False False NaN 2012-10-27 660.0 679.0 1987-12-01 5.0 5.0 21.0 3 109.0 1.0 5.0 1.0 0.0 18.0 1.0 0.0 2343.0 0.97 67.0 20.0 0.75 0.0 0.15 True 4583.333333 54F136678579880763AA200 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 78237 4000 2012-11-28 168.32 2524.8000 1260.10 1264.7000 -43.14 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 87 50000.0 74999.0 Q4 2012
113917 D2063594229009539839457 2013-11-23 NaN 36 Current NaT 0.32446 0.2850 0.2750 0.25006 0.1475 0.10256 2.0 E 2.0 1 OH Clerical Employed 32.0 False False NaN 2013-11-23 660.0 679.0 1984-07-02 8.0 7.0 19.0 7 205.0 1.0 2.0 4.0 1251.0 0.0 0.0 0.0 3246.0 0.51 2248.0 15.0 0.78 1.0 0.40 True 1916.666667 734036991643368716AB3D5 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 4 118539 4000 2013-11-29 166.54 496.4967 220.54 275.9567 -9.80 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 1.0 24999.0 Q4 2013
113919 D20C3577637248543A1F80C 2013-05-07 NaN 36 Current NaT 0.27285 0.2346 0.2246 0.20640 0.1025 0.10390 3.0 D 3.0 2 IL Other Other 12.0 True False NaN 2013-05-07 680.0 699.0 1996-12-18 8.0 8.0 16.0 8 387.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 17359.0 0.71 6755.0 14.0 1.00 0.0 0.22 True 2500.000000 036E3681681503392E3E2AE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 90395 4000 2013-05-14 155.80 1846.4000 1246.45 599.9500 -25.59 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
113920 D20E358076984586576526D 2013-06-11 NaN 36 Current NaT 0.35356 0.3134 0.3034 0.27600 0.1575 0.11850 1.0 HR 2.0 1 NJ Retail Management Employed 110.0 True False NaN 2013-06-11 740.0 759.0 1998-10-12 15.0 14.0 22.0 6 492.0 10.0 19.0 1.0 20235.0 3.0 0.0 0.0 6946.0 0.36 11766.0 18.0 0.94 0.0 0.25 True 5208.333333 D23D3684001395209B5030A 2.0 26.0 26.0 0.0 0.0 12000.00 7340.92 9.0 0 NaN 9 92986 4000 2013-06-13 172.76 1348.6455 556.44 792.2055 -25.39 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113924 E340356181565702714DBCE 2012-10-20 NaN 60 Current NaT 0.17317 0.1499 0.1399 0.13460 0.0349 0.09970 6.0 A 8.0 13 WA Other Employed 56.0 False False NaN 2012-10-20 640.0 659.0 2002-11-15 6.0 5.0 11.0 4 210.0 0.0 2.0 0.0 0.0 2.0 0.0 0.0 8044.0 0.53 5165.0 11.0 0.72 0.0 0.17 True 3208.333333 5AD13664710145110F93CD8 2.0 38.0 35.0 3.0 0.0 9300.00 5094.62 -44.0 0 NaN 17 76763 5000 2012-10-23 118.92 1902.7200 990.88 911.8400 -60.83 0.00 0.0 0.0 0.0 1.0000 1 0 0.0 83 25000.0 49999.0 Q4 2012
113925 E3423576946812123E4798D 2013-04-25 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 2.0 1 NY Homemaker Employed 31.0 False False NaN 2013-04-25 680.0 699.0 1999-02-16 7.0 5.0 29.0 5 314.0 1.0 4.0 0.0 0.0 0.0 1.0 0.0 8753.0 0.73 2489.0 18.0 1.00 0.0 0.28 True 2333.333333 B5FC3682174533953146478 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 10 89987 4000 2013-05-08 163.56 1472.0400 714.56 757.4800 -27.92 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 25000.0 49999.0 Q2 2013
113930 E35D3584034795373BCD69A 2013-07-08 NaN 36 Current NaT 0.20053 0.1639 0.1539 0.14520 0.0574 0.08780 5.0 B 6.0 1 IN Professional Employed 85.0 True False NaN 2013-07-08 680.0 699.0 1999-12-20 16.0 10.0 31.0 6 169.0 0.0 7.0 0.0 0.0 0.0 0.0 0.0 3245.0 0.60 1322.0 30.0 0.96 0.0 0.20 True 6250.000000 AF80368651203735984C668 1.0 7.0 7.0 0.0 0.0 2000.00 889.75 -73.0 0 NaN 8 95132 3000 2013-07-10 106.05 742.3500 471.89 270.4600 -16.51 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 52 75000.0 99999.0 Q3 2013
113931 E36F36005339663245C20F8 2014-01-16 NaN 60 Current NaT 0.15016 0.1274 0.1174 0.11210 0.0424 0.06970 5.0 B 6.0 3 IL Analyst Employed 12.0 False False NaN 2014-01-03 800.0 819.0 1975-05-01 13.0 12.0 21.0 9 394.0 2.0 8.0 0.0 0.0 0.0 0.0 0.0 566.0 0.03 12056.0 18.0 1.00 1.0 0.28 True 8146.666667 2AFF3704413774725AD8BAF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 128416 25000 2014-01-22 565.50 556.7740 294.99 261.7840 -21.23 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 75000.0 99999.0 Q1 2014
113932 E6D9357655724827169606C 2013-04-14 NaN 36 Current NaT 0.22354 0.1864 0.1764 0.16490 0.0699 0.09500 4.0 C 5.0 1 IL Food Service Management Employed 246.0 True False NaN 2013-04-14 700.0 719.0 1997-09-01 9.0 9.0 41.0 9 209.0 0.0 0.0 0.0 0.0 7.0 1.0 0.0 7714.0 0.80 1886.0 37.0 0.83 3.0 0.13 True 4333.333333 9BD7367919051593140DB62 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88485 10000 2013-04-22 364.74 3647.4000 2238.38 1409.0200 -75.58 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q2 2013
113933 E6DB353036033497292EE43 2011-11-03 NaN 36 FinalPaymentInProgress NaT 0.13220 0.1110 0.1010 0.10070 0.0200 0.08070 6.0 A 8.0 7 PA Professional Employed 21.0 True False NaN 2011-11-03 700.0 719.0 1992-01-17 14.0 13.0 39.0 9 495.0 1.0 4.0 1.0 5062.0 4.0 0.0 0.0 15743.0 0.69 6658.0 39.0 0.92 0.0 0.11 True 8041.666667 62D93634569816897D5A276 3.0 60.0 60.0 0.0 0.0 33501.00 4815.42 -26.0 0 NaN 28 55801 2000 2011-11-07 65.57 2330.5500 1997.16 333.3900 -30.05 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 22 75000.0 99999.0 Q4 2011
113934 E6E13596170052029692BB1 2013-12-13 NaN 60 Current NaT 0.23984 0.2150 0.2050 0.18828 0.1025 0.08578 3.0 D 3.0 1 TX Other Employed 84.0 True False NaN 2013-12-13 700.0 719.0 2002-02-25 12.0 12.0 25.0 9 521.0 1.0 2.0 0.0 0.0 0.0 0.0 0.0 22147.0 0.73 7853.0 25.0 1.00 0.0 0.51 True 2875.000000 DD1A370200396006300ACA0 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123122 10000 2013-12-23 273.35 546.7000 183.15 363.5500 -16.91 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 119 25000.0 49999.0 Q4 2013
113936 E6ED3600409833199F711B7 2014-01-15 NaN 36 Current NaT 0.13189 0.1039 0.0939 0.09071 0.0299 0.06081 6.0 A 7.0 1 NY Professor Employed 244.0 False False NaN 2014-01-15 680.0 699.0 1995-01-01 10.0 9.0 44.0 8 289.0 0.0 1.0 1.0 257.0 3.0 1.0 0.0 6166.0 0.80 675.0 36.0 0.75 0.0 0.23 True 4583.333333 00AF3704550953269A64E40 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 2 127508 2000 2014-01-21 64.90 64.3307 47.25 17.0807 -1.70 0.00 0.0 0.0 0.0 1.0000 0 0 0.0 1 50000.0 74999.0 Q1 2014

57990 rows × 81 columns

Clean

Creat two-dataframe

In [68]:
loan_unclosed = df_clean[df_clean['ClosedDate'].isnull()]
In [69]:
drop_index = loan_unclosed.index
In [70]:
loan_closed = df_clean.drop(labels=drop_index, axis =0)
In [71]:
loan_closed.drop(labels=['EstimatedEffectiveYield','EstimatedLoss','EstimatedReturn'], axis=1, inplace = True)

Test

In [72]:
loan_closed.head()
Out[72]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.00 0.00 0.00 1.0 0 0 0.0 258 25000.0 49999.0 Q3 2007
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.00 0.00 0.00 1.0 0 0 0.0 41 NaN NaN Q1 2007
11 0F1734025150298088A5F2B 2007-10-09 C 36 Completed 2008-01-07 0.15033 0.1325 0.1225 NaN NaN NaN 0 NaN Waiter/Waitress Full-time 19.0 False False NaN 2007-10-08 640.0 659.0 2000-11-13 2.0 2.0 10.0 1 40.0 3.0 5.0 3.0 2224.0 1.0 0.0 0.0 1220.0 0.32 2580.0 7.0 0.40 0.0 0.27 True 1666.666667 F375340302234633830A957 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20907 1000 2007-10-18 33.81 1011.65 1000.00 11.65 -0.88 0.0 0.00 0.00 0.00 1.0 0 0 0.0 53 1.0 24999.0 Q4 2007
15 0F483544120452347F48121 2012-04-10 NaN 36 Defaulted 2012-12-19 0.35797 0.3177 0.3077 1.0 HR 5.0 13 FL Other Other 121.0 True False NaN 2012-04-10 700.0 719.0 1999-03-08 10.0 9.0 18.0 5 300.0 0.0 1.0 0.0 0.0 0.0 1.0 0.0 9103.0 0.97 178.0 17.0 0.94 0.0 0.49 True 5500.000000 3EE2364952142596779635D NaN NaN NaN NaN NaN NaN NaN NaN 140 8.0 23 63982 4000 2012-04-19 173.71 521.13 209.75 311.38 -9.81 0.0 3790.25 3790.25 0.00 1.0 0 0 0.0 10 50000.0 74999.0 Q2 2012
17 0FDF336575182398852A8DC 2006-08-15 AA 36 Chargedoff 2008-05-22 0.13202 0.1250 0.1175 NaN NaN NaN 0 NaN Professional Not available NaN True True EF543365873906104DC9A04 2006-08-15 760.0 779.0 1990-05-19 NaN NaN 36.0 16 346.0 7.0 17.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.12 True 5833.333333 51453366538336630763636 NaN NaN NaN NaN NaN NaN NaN NaN 2239 1.0 91 2711 10000 2006-08-22 334.54 5325.33 3987.33 1338.00 -54.61 0.0 6012.65 6012.67 268.96 1.0 0 0 0.0 85 NaN NaN Q3 2006
In [73]:
loan_unclosed.head()
Out[73]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
1 10273602499503308B223C1 2014-02-27 NaN 36 Current NaT 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 50000.0 74999.0 Q1 2014
3 0EF5356002482715299901A 2012-10-22 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 800.0 819.0 1983-02-28 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158 25000.0 49999.0 Q4 2012
4 0F023589499656230C5E3E2 2013-09-14 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 680.0 699.0 2004-02-20 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 2013-09-20 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20 100000.0 100000.0 Q3 2013
5 0F05359734824199381F61D 2013-12-14 NaN 60 Current NaT 0.15425 0.1314 0.1214 0.11567 0.0449 0.07077 5.0 B 10.0 1 NM Professional Employed 82.0 True False NaN 2013-12-14 740.0 759.0 1973-03-01 21.0 17.0 49.0 13 1410.0 0.0 2.0 0.0 0.0 0.0 0.0 0.0 62999.0 0.39 86509.0 47.0 1.00 0.0 0.36 True 8333.333333 C3D63702273952547E79520 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 3 123257 15000 2013-12-24 342.37 679.34 351.89 327.45 -25.33 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 100000.0 100000.0 Q4 2013
6 0F0A3576754255009D63151 2013-04-12 NaN 36 Current NaT 0.31032 0.2712 0.2612 0.23820 0.1275 0.11070 2.0 E 2.0 1 KS Sales - Retail Employed 172.0 False False NaN 2013-04-12 680.0 699.0 2000-09-29 10.0 7.0 20.0 6 214.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5812.0 0.72 1929.0 16.0 0.68 0.0 0.27 True 2083.333333 CE963680102927767790520 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 11 88353 3000 2013-04-18 122.67 1226.70 604.25 622.45 -22.95 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 25000.0 49999.0 Q2 2013

Create Time Series DataFrame

In [74]:
prosper_date = df_clean.set_index('ListingCreationDate')
prosper_date.head(3)
Out[74]:
ListingKey CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
ListingCreationDate
2007-08-26 1021339766868145413AB3B C 36 Completed 2009-08-14 0.16516 0.158 0.138 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.0 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258 25000.0 49999.0 Q3 2007
2014-02-27 10273602499503308B223C1 NaN 36 Current NaT 0.12016 0.092 0.082 0.0796 0.0249 0.0547 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 318.93 0.00 0.0 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 50000.0 74999.0 Q1 2014
2007-01-05 0EE9337825851032864889A HR 36 Completed 2009-12-17 0.28269 0.275 0.240 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.0 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41 NaN NaN Q1 2007
In [75]:
prosper_date.index
Out[75]:
DatetimeIndex(['2007-08-26', '2014-02-27', '2007-01-05', '2012-10-22',
               '2013-09-14', '2013-12-14', '2013-04-12', '2013-05-05',
               '2013-12-02', '2012-05-10',
               ...
               '2008-04-30', '2011-06-06', '2013-07-06', '2013-07-08',
               '2014-01-16', '2013-04-14', '2011-11-03', '2013-12-13',
               '2011-11-14', '2014-01-15'],
              dtype='datetime64[ns]', name='ListingCreationDate', length=113066, freq=None)
In [76]:
prosper_date['Year'] = prosper_date.index.year
prosper_date['Month'] = prosper_date.index.month
prosper_date['Weekday Name'] = prosper_date.index.weekday_name

prosper_date.sample(5, random_state=0)
Out[76]:
ListingKey CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year) Year Month Weekday Name
ListingCreationDate
2012-07-05 E150355151919941960A790 NaN 36 Current NaT 0.19921 0.1626 0.1526 0.15000 0.0565 0.09350 5.0 B 8.0 2 NY Police Officer/Correction Officer Employed 102.0 True False NaN 2012-07-05 660.0 679.0 1984-10-10 8.0 7.0 29.0 4 401.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 15198.0 0.87 2156.0 27.0 0.96 0.0 0.21 True 8333.333333 E25036552431190255C9E76 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 20 69303 3000 2012-07-10 105.86 2011.3400 1399.99 611.3500 -37.61 0.00 0.00 0.00 0.0 1.0 0 0 0.0 7 100000.0 100000.0 Q3 2012 2012 7 Thursday
2007-03-15 08A83383310399651E9C468 D 36 Completed 2007-09-20 0.20735 0.2000 0.1900 NaN NaN NaN NaN NaN NaN 0 CO Computer Programmer Full-time 33.0 True True CC8D33653247904019A9059 2007-03-14 620.0 639.0 1989-02-01 9.0 9.0 17.0 7 223.0 0.0 3.0 1.0 0.0 14.0 0.0 0.0 7941.0 0.93 512.0 17.0 0.64 4.0 0.07 True 6770.833333 94DC3385781256895A1948C NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 84 8948 9000 2007-03-26 334.47 9629.9200 9000.00 629.9200 -31.48 0.00 0.00 0.00 0.0 1.0 1 0 0.0 102 75000.0 99999.0 Q1 2007 2007 3 Thursday
2010-07-04 42E334875555436621A012A NaN 36 Defaulted 2011-02-18 0.35050 0.3100 0.3000 0.10240 0.1800 0.10240 1.0 HR 5.0 7 PA Professional Full-time 29.0 True False NaN 2010-07-04 660.0 679.0 2004-06-05 10.0 7.0 19.0 5 139.0 4.0 12.0 0.0 0.0 0.0 0.0 0.0 2946.0 1.00 7.0 17.0 0.88 2.0 0.19 True 4278.666667 864435922849886861B24F4 NaN NaN NaN NaN NaN NaN NaN NaN 474 7.0 44 43546 1000 2010-07-19 43.00 73.0000 16.67 56.3300 -0.85 -12.75 983.33 983.33 45.0 1.0 0 0 0.0 58 50000.0 74999.0 Q3 2010 2010 7 Sunday
2013-09-17 1E7D3588624763329A255FD NaN 36 Current NaT 0.14409 0.1159 0.1059 0.10208 0.0324 0.06968 6.0 A 7.0 14 CT Construction Employed 109.0 True False NaN 2013-09-17 760.0 779.0 1998-09-01 9.0 9.0 18.0 8 183.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 28556.0 0.81 6234.0 18.0 1.00 0.0 0.15 True 2083.333333 3F8C369323355871415B576 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 6 102186 4000 2013-09-24 132.08 659.1299 475.31 183.8199 -15.98 0.00 0.00 0.00 0.0 1.0 0 0 0.0 1 25000.0 49999.0 Q3 2013 2013 9 Tuesday
2012-06-18 EB47355032659036979DD13 NaN 36 Current NaT 0.35797 0.3177 0.3077 0.28960 0.1650 0.12460 1.0 HR 5.0 3 PA Other Employed 110.0 True False NaN 2012-06-18 700.0 719.0 1993-12-16 5.0 5.0 23.0 4 371.0 2.0 8.0 0.0 0.0 6.0 0.0 0.0 13542.0 0.39 4132.0 15.0 0.81 0.0 0.22 True 2500.000000 72943654070757620B8817D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 21 68246 4000 2012-06-20 173.71 3474.2000 1753.45 1720.7500 -54.17 0.00 0.00 0.00 0.0 1.0 0 0 0.0 3 25000.0 49999.0 Q2 2012 2012 6 Monday

Save dataframe

In [77]:
df_clean.to_csv('prosper_data_ready.csv', index= False)
loan_unclosed.to_csv('unclosed_loan.csv', index = False)
loan_closed.to_csv('closed_loan.csv', index = False)
prosper_date.to_csv('date_data.csv', index = False)

df_clean('prosper_data_ready.csv') = Cleaned Whole dataset
loan_unclosed('unclosed_loan.csv') = Data containing unclosed loan status
loan_closed('closed_loan.csv') = Data containing closed loan status(Paid off)
prosper_date('date_data.csv') = Data for timeseries

Explore Data

In [78]:
df_clean.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 113066 entries, 0 to 113936
Data columns (total 81 columns):
ListingKey                             113066 non-null object
ListingCreationDate                    113066 non-null datetime64[ns]
CreditGrade                            28953 non-null object
Term                                   113066 non-null int64
LoanStatus                             113066 non-null object
ClosedDate                             55076 non-null datetime64[ns]
BorrowerAPR                            113041 non-null float64
BorrowerRate                           113066 non-null float64
LenderYield                            113066 non-null float64
EstimatedEffectiveYield                83982 non-null float64
EstimatedLoss                          83982 non-null float64
EstimatedReturn                        83982 non-null float64
ProsperRating(numeric)                 83982 non-null float64
ProsperRating(alpha)                   83982 non-null object
ProsperScore                           83982 non-null float64
ListingCategory                        113066 non-null object
BorrowerState                          107551 non-null object
Occupation                             109537 non-null object
EmploymentStatus                       110811 non-null object
EmploymentStatusDuration               105441 non-null float64
IsBorrowerHomeowner                    113066 non-null bool
CurrentlyInGroup                       113066 non-null bool
GroupKey                               13339 non-null object
DateCreditPulled                       113066 non-null datetime64[ns]
CreditScoreRangeLower                  112475 non-null float64
CreditScoreRangeUpper                  112475 non-null float64
FirstRecordedCreditLine                112369 non-null datetime64[ns]
CurrentCreditLines                     105462 non-null float64
OpenCreditLines                        105462 non-null float64
TotalCreditLinespast7years             112369 non-null float64
OpenRevolvingAccounts                  113066 non-null int64
OpenRevolvingMonthlyPayment            113066 non-null float64
InquiriesLast6Months                   112369 non-null float64
TotalInquiries                         111907 non-null float64
CurrentDelinquencies                   112369 non-null float64
AmountDelinquent                       105444 non-null float64
DelinquenciesLast7Years                112076 non-null float64
PublicRecordsLast10Years               112369 non-null float64
PublicRecordsLast12Months              105462 non-null float64
RevolvingCreditBalance                 105462 non-null float64
BankcardUtilization                    105462 non-null float64
AvailableBankcardCredit                105522 non-null float64
TotalTrades                            105522 non-null float64
TradesNeverDelinquent (percentage)     105522 non-null float64
TradesOpenedLast6Months                105522 non-null float64
DebtToIncomeRatio                      104594 non-null float64
IncomeVerifiable                       113066 non-null bool
StatedMonthlyIncome                    113066 non-null float64
LoanKey                                113066 non-null object
TotalProsperLoans                      21923 non-null float64
TotalProsperPaymentsBilled             21923 non-null float64
OnTimeProsperPayments                  21923 non-null float64
ProsperPaymentsLessThanOneMonthLate    21923 non-null float64
ProsperPaymentsOneMonthPlusLate        21923 non-null float64
ProsperPrincipalBorrowed               21923 non-null float64
ProsperPrincipalOutstanding            21923 non-null float64
ScorexChangeAtTimeOfListing            18912 non-null float64
LoanCurrentDaysDelinquent              113066 non-null int64
LoanFirstDefaultedCycleNumber          16952 non-null float64
LoanMonthsSinceOrigination             113066 non-null int64
LoanNumber                             113066 non-null int64
LoanOriginalAmount                     113066 non-null int64
LoanOriginationDate                    113066 non-null datetime64[ns]
MonthlyLoanPayment                     113066 non-null float64
LP_CustomerPayments                    113066 non-null float64
LP_CustomerPrincipalPayments           113066 non-null float64
LP_InterestandFees                     113066 non-null float64
LP_ServiceFees                         113066 non-null float64
LP_CollectionFees                      113066 non-null float64
LP_GrossPrincipalLoss                  113066 non-null float64
LP_NetPrincipalLoss                    113066 non-null float64
LP_NonPrincipalRecoverypayments        113066 non-null float64
PercentFunded                          113066 non-null float64
Recommendations                        113066 non-null int64
InvestmentFromFriendsCount             113066 non-null int64
InvestmentFromFriendsAmount            113066 non-null float64
Investors                              113066 non-null int64
IncomeRange(low)                       105325 non-null float64
IncomeRange(high)                      105325 non-null float64
LoanOrigination(Quarter)               113066 non-null object
LoanOrigination(Year)                  113066 non-null object
dtypes: bool(3), datetime64[ns](5), float64(52), int64(9), object(12)
memory usage: 73.5+ MB
In [79]:
### check for collinerarity between these columns as they can have high correlations
f, ax = plt.subplots(figsize=(10, 8))
corr = df_clean.corr()
sb.heatmap(corr, mask=np.zeros_like(corr, dtype=np.bool), cmap=sb.diverging_palette(220, 10, as_cmap=True),
            square=True, ax=ax)
Out[79]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe29453ac8>
In [80]:
df_clean.head()
Out[80]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258 25000.0 49999.0 Q3 2007
1 10273602499503308B223C1 2014-02-27 NaN 36 Current NaT 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 A 7.0 2 CO Professional Employed 44.0 False False NaN 2014-02-27 680.0 699.0 1996-03-18 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 9E3B37071505919926B1D82 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 2014-03-03 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 50000.0 74999.0 Q1 2014
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41 NaN NaN Q1 2007
3 0EF5356002482715299901A 2012-10-22 NaN 36 Current NaT 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 A 9.0 16 GA Skilled Labor Employed 113.0 True False NaN 2012-10-22 800.0 819.0 1983-02-28 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 True 2875.000000 A0393664465886295619C51 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 2012-11-01 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158 25000.0 49999.0 Q4 2012
4 0F023589499656230C5E3E2 2013-09-14 NaN 36 Current NaT 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 D 4.0 2 MN Executive Employed 44.0 True False NaN 2013-09-14 680.0 699.0 2004-02-20 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 True 9583.333333 A180369302188889200689E 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 2013-09-20 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20 100000.0 100000.0 Q3 2013

Univariate Exploration

In [81]:
base_color = sb.color_palette()[0]
In [82]:
sb.countplot(data = df_clean, x = 'CreditGrade', order =['AA', 'A', 'B', 'C', 'D', 'E', 'HR', 'NC'], color = base_color)
plt.title('Credit Grade Count');
# There is not enough information about credit grade Assume same as prosper rating system 
# 0 - NC, 1 - HR, 2 - E, 3 - D, 4 - C, 5 - B, 6 - A, 7 - AA

Credit grade "C" had highest count of all "D" is the second "B" is the Thrid

In [83]:
df_clean['CreditScoreRangeUpper'].describe()
Out[83]:
count    112475.000000
mean        704.524961
std          66.635895
min          19.000000
25%         679.000000
50%         699.000000
75%         739.000000
max         899.000000
Name: CreditScoreRangeUpper, dtype: float64
In [84]:
sb.distplot(df_clean['CreditScoreRangeUpper'].dropna())
C:\Users\china\Anaconda3\lib\site-packages\scipy\stats\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
Out[84]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe1694c438>
In [85]:
sb.distplot(df_clean['CreditScoreRangeLower'].dropna())
Out[85]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe299c2a90>
In [86]:
bins = np.arange(df_clean['CreditScoreRangeUpper'].min(), df_clean['CreditScoreRangeUpper'].max() + 20, 20)
plt.hist(data = df_clean, x = 'CreditScoreRangeUpper', bins = bins);
plt.title('Credit Score(upper)')
plt.ylabel('Count')
plt.xlabel('Credit Score(upper)');
In [87]:
plt.figure(figsize = [10, 5])

plt.subplot(1,2,1)
bins = np.arange(400, df_clean['CreditScoreRangeUpper'].max() + 20, 10)
plt.hist(data = df_clean, x = 'CreditScoreRangeUpper', bins = bins);
plt.title('Credit Score(upper)')
plt.ylabel('Count')
plt.xlabel('Credit Score(upper)');

plt.subplot(1,2,2)
bins = np.arange(400, df_clean['CreditScoreRangeLower'].max() + 20, 10)
plt.hist(data = df_clean, x = 'CreditScoreRangeLower', bins = bins);
plt.title('Credit Score(Lower)')
plt.ylabel('Count')
plt.xlabel('Credit Score(Lower)');

Both Credit Score Upper and Lower had same shape on histogram, upper score will be used for further data exploration.

In [88]:
df_clean[['CreditScoreRangeLower', 'CreditScoreRangeUpper']].head()
Out[88]:
CreditScoreRangeLower CreditScoreRangeUpper
0 640.0 659.0
1 680.0 699.0
2 480.0 499.0
3 800.0 819.0
4 680.0 699.0
In [89]:
df_clean[['CreditScoreRangeLower', 'CreditScoreRangeUpper']].describe() 
# There is small difference between Credit Score Range
Out[89]:
CreditScoreRangeLower CreditScoreRangeUpper
count 112475.000000 112475.000000
mean 685.524961 704.524961
std 66.635895 66.635895
min 0.000000 19.000000
25% 660.000000 679.000000
50% 680.000000 699.000000
75% 720.000000 739.000000
max 880.000000 899.000000
In [90]:
Status_order = ['Cancelled', 'FinalPaymentInProgress', 'Completed', 'Defaulted','Chargedoff', 'Current', 
                'Past Due (1-15 days)', 'Past Due (16-30 days)', 'Past Due (31-60 days)',
                'Past Due (61-90 days)', 'Past Due (91-120 days)', 'Past Due (>120 days)']
In [91]:
df_clean['LoanStatus'].unique()
Out[91]:
array(['Completed', 'Current', 'Past Due (1-15 days)', 'Defaulted',
       'Chargedoff', 'Past Due (16-30 days)', 'Cancelled',
       'Past Due (61-90 days)', 'Past Due (31-60 days)',
       'Past Due (91-120 days)', 'FinalPaymentInProgress',
       'Past Due (>120 days)'], dtype=object)

The current status of the loan: Cancelled, Chargedoff, Completed, Current, Defaulted, FinalPaymentInProgress, PastDue. The PastDue status will be accompanied by a delinquency bucket.

In [92]:
sb.countplot(data = df_clean, y = 'LoanStatus', order = Status_order, color = base_color)
plt.title('Loan Status')
Out[92]:
Text(0.5, 1.0, 'Loan Status')

If plot Whole loan status data on count-plot past due seems to have small values

In [93]:
df_clean['LoanStatus'].value_counts()
Out[93]:
Current                   55730
Completed                 38061
Chargedoff                11992
Defaulted                  5018
Past Due (1-15 days)        800
Past Due (31-60 days)       361
Past Due (61-90 days)       311
Past Due (91-120 days)      304
Past Due (16-30 days)       265
FinalPaymentInProgress      203
Past Due (>120 days)         16
Cancelled                     5
Name: LoanStatus, dtype: int64
In [94]:
800+361+311+304+265+16
Out[94]:
2057
In [95]:
past_due = df_clean[df_clean['LoanStatus'].isin(['Past Due (1-15 days)', 'Past Due (16-30 days)', 'Past Due (31-60 days)',
                                                 'Past Due (61-90 days)', 'Past Due (91-120 days)', 'Past Due (>120 days)'])]
In [96]:
sb.countplot(data = past_due, y = 'LoanStatus', 
             order = ['Past Due (1-15 days)', 'Past Due (16-30 days)', 'Past Due (31-60 days)',
                      'Past Due (61-90 days)', 'Past Due (91-120 days)', 'Past Due (>120 days)'],
            color = base_color)
plt.title('Loan Status Past Due')
Out[96]:
Text(0.5, 1.0, 'Loan Status Past Due')

If add up all past due counts it's 2057
and past due between 1 - 15 days had highest counts

In [97]:
pastdue_order = past_due['LoanStatus'].value_counts().index
In [98]:
pastdue_counts = past_due['LoanStatus'].value_counts()
In [99]:
sb.countplot(data = past_due, y = 'LoanStatus', order = pastdue_order, color = base_color)
plt.title('Loan Status Past due (order by count)')
plt.xlim(0,900)

for i in range(pastdue_order.shape[0]):
    count = pastdue_counts[i]
    string = '{}'.format(count)
    plt.text(count + 1, i, string, va = 'center')

Count plot is not in past due order, it's ordered in value count high to low

Past Due (1-15 days) had 800 counts,
Past Due (31-60 days) had 361 counts,
Past Due (61-90 days) had 311 counts,
Past Due (91-120 days) had 304 counts,
Past Due (16-30 days) had 265 counts,
and Past Due (over 120 days) had 16 counts.

In [100]:
bins = np.arange(0, df_clean['BorrowerAPR'].max(), 0.01)
plt.hist(data = df_clean, x = 'BorrowerAPR', bins = bins);
plt.title('Borrower APR')
plt.ylabel('Count')
plt.xlabel('APR');
## BorrowerAPR, BorrowerRate, LenderYield have simillar shape of histogram
In [101]:
sb.distplot(df_clean['EstimatedEffectiveYield'].dropna())
Out[101]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe2e6202b0>
In [102]:
sb.distplot(df_clean['EstimatedLoss'].dropna())
Out[102]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe29587be0>
In [103]:
sb.distplot(df_clean['EstimatedReturn'].dropna())
Out[103]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe2e592208>
In [104]:
sb.countplot(data = df_clean, x = 'ProsperRating(alpha)', 
             order = ['AA','A','B','C','D','E','HR'], color= base_color)
plt.title('Prosper Rating')
plt.xlabel('Rating')
Out[104]:
Text(0.5, 0, 'Rating')
In [105]:
plt.figure(figsize=[10,5])

plt.subplot(1,2,1)
sb.countplot(data = df_clean, x = 'CreditGrade', order =['AA', 'A', 'B', 'C', 'D', 'E', 'HR', 'NC'], color = base_color)
plt.title('Credit Grade Count')
# There is not enough information about credit grade Assume same as prosper rating system 
# 0 - NC, 1 - HR, 2 - E, 3 - D, 4 - C, 5 - B, 6 - A, 7 - AA

plt.subplot(1,2,2)
sb.countplot(data = df_clean, x = 'ProsperRating(alpha)', order = ['AA','A','B','C','D','E','HR'], color= base_color)
plt.title('Prosper Rating')
plt.xlabel('Rating')
plt.ylabel('');
In [106]:
df_clean[['CreditGrade', 'ProsperRating(alpha)']].describe()
Out[106]:
CreditGrade ProsperRating(alpha)
count 28953 83982
unique 8 7
top C C
freq 5649 18096

A lot of data did not have any value on credit grade data.
However, Proper loan graded their customer with their own rating system.
Both rating and credit grade data indicates that "C" grade have highest count.

In [107]:
state_order = df_clean['BorrowerState'].value_counts().index

plt.figure(figsize=(8,10))

ax = sb.countplot(data = df_clean, y = 'BorrowerState', order = state_order, color = base_color)
plt.title('Borrower State')
plt.xlabel('Count')
plt.ylabel('State');
In [108]:
state_pct = df_clean['BorrowerState'].value_counts()/df_clean['BorrowerState'].count()
In [109]:
state_pct.head(10)
Out[109]:
CA    0.135694
TX    0.063096
FL    0.061989
NY    0.061924
IL    0.054597
GA    0.046266
OH    0.038717
MI    0.033175
VA    0.030228
NC    0.028517
Name: BorrowerState, dtype: float64
In [110]:
n_state = df_clean['BorrowerState'].count()
max_state = df_clean['BorrowerState'].value_counts()[0]
max_prop = max_state / n_state
print(max_prop)
0.13569376388875976
In [111]:
tick_prop = np.arange(0, max_prop, 0.02)
tick_name = ['{:0.2f}'.format(v) for v in tick_prop]
In [112]:
state_counts = df_clean['BorrowerState'].value_counts()
In [113]:
plt.figure(figsize=(8,10))
sb.countplot(data = df_clean, y = 'BorrowerState',
            order = state_order, color = base_color)
plt.xticks(tick_prop * n_state, tick_name)
plt.ylabel('State')
plt.xlabel('Proportion')
plt.title('Borrower State')

for i in range(state_order.shape[0]):
    count = state_counts[i]
    pct_string = '{:0.2f}%'.format(100*count/n_state)
    plt.text(count + 1, i, pct_string, va = 'center')

Top 10 State

CA 0.135694
TX 0.063096
FL 0.061989
NY 0.061924
IL 0.054597
GA 0.046266
OH 0.038717
MI 0.033175
VA 0.030228
NC 0.028517

Total 0.554203

In [114]:
0.135694+0.063096+0.061989+0.061924+0.054597+0.046266+0.038717+0.033175+0.030228+0.028517
Out[114]:
0.554203
In [115]:
df_clean['Occupation'].value_counts()
Out[115]:
Other                                 28422
Professional                          13531
Computer Programmer                    4442
Executive                              4280
Teacher                                3729
Administrative Assistant               3677
Analyst                                3578
Sales - Commission                     3414
Accountant/CPA                         3209
Clerical                               3135
Sales - Retail                         2780
Skilled Labor                          2723
Retail Management                      2579
Nurse (RN)                             2475
Construction                           1777
Truck Driver                           1666
Laborer                                1578
Police Officer/Correction Officer      1561
Civil Service                          1445
Engineer - Mechanical                  1397
Military Enlisted                      1265
Food Service Management                1227
Engineer - Electrical                  1118
Food Service                           1115
Medical Technician                     1105
Attorney                               1033
Tradesman - Mechanic                    937
Social Worker                           733
Postal Service                          622
Professor                               556
Realtor                                 535
Doctor                                  492
Nurse (LPN)                             490
Nurse's Aide                            488
Tradesman - Electrician                 474
Waiter/Waitress                         434
Fireman                                 421
Scientist                               367
Military Officer                        341
Bus Driver                              314
Principal                               307
Teacher's Aide                          275
Pharmacist                              255
Student - College Graduate Student      245
Landscaping                             234
Engineer - Chemical                     222
Investor                                213
Architect                               212
Pilot - Private/Commercial              198
Clergy                                  195
Student - College Senior                187
Car Dealer                              177
Chemist                                 144
Psychologist                            143
Biologist                               125
Religious                               124
Flight Attendant                        122
Tradesman - Carpenter                   119
Homemaker                               119
Student - College Junior                111
Tradesman - Plumber                     102
Student - College Sophomore              69
Dentist                                  67
Student - College Freshman               41
Student - Community College              28
Judge                                    22
Student - Technical School               16
Name: Occupation, dtype: int64
In [116]:
Occupation_order = df_clean['Occupation'].value_counts().index

plt.figure(figsize=(8,10))

ax = sb.countplot(data = df_clean, y = 'Occupation', order = Occupation_order, color = base_color)
plt.title('Occupation Count')
plt.xlabel('Count')
plt.ylabel('Occupation');
In [117]:
df_clean['Occupation'].value_counts().head(5) / df_clean['Occupation'].count()
Out[117]:
Other                  0.259474
Professional           0.123529
Computer Programmer    0.040553
Executive              0.039074
Teacher                0.034043
Name: Occupation, dtype: float64
In [118]:
n_Occu = df_clean['Occupation'].count()
max_Occu = df_clean['Occupation'].value_counts()[0]
max_prop = max_Occu / n_Occu
print(max_prop)
0.25947396770041176
In [119]:
tick_prop = np.arange(0, max_prop, 0.02)
tick_name = ['{:0.2f}'.format(v) for v in tick_prop]

Occu_counts = df_clean['Occupation'].value_counts()
In [120]:
plt.figure(figsize=(8,10))
sb.countplot(data = df_clean, y = 'Occupation',
            order = Occupation_order, color = base_color)
plt.xticks(tick_prop * n_Occu, tick_name)
plt.ylabel('Occupation')
plt.xlabel('Proportion')
plt.title('Occupation')

for i in range(Occupation_order.shape[0]):
    count = Occu_counts[i]
    pct_string = '{:0.2f}%'.format(100*count/n_Occu)
    plt.text(count + 1, i, pct_string, va = 'center')

Top 5 Occupation

Other 0.259474
Professional 0.123529
Computer Programmer 0.040553
Executive 0.039074
Teacher 0.034043

Total 0.496673

In [121]:
0.259474+0.123529+0.040553+0.039074+0.034043
Out[121]:
0.496673
In [122]:
plt.figure(figsize=(8,5))

emp_order = df_clean['EmploymentStatus'].value_counts().index
sb.countplot(data = df_clean, x = 'EmploymentStatus', order = emp_order, color = base_color)
plt.xticks(rotation = 18)
plt.title('Employment status')
plt.xlabel('Employment')
plt.ylabel('Count');

Customers are most likely to be employed or working

Bivariate

In [123]:
df_numical = df_clean._get_numeric_data()
In [124]:
df_numical.head()
Out[124]:
Term BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperScore EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup CreditScoreRangeLower CreditScoreRangeUpper CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high)
0 36 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN 2.0 True True 640.0 659.0 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.0 0.0 0.0 1.0 0 0 0.0 258 25000.0 49999.0
1 36 0.12016 0.0920 0.0820 0.07960 0.0249 0.05470 6.0 7.0 44.0 False False 680.0 699.0 14.0 14.0 29.0 13 389.0 3.0 5.0 0.0 0.0 0.0 1.0 0.0 3989.0 0.21 10266.0 29.0 1.00 2.0 0.18 True 6125.000000 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 0 134815 10000 318.93 0.00 0.00 0.00 0.00 0.0 0.0 0.0 0.0 1.0 0 0 0.0 1 50000.0 74999.0
2 36 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN False True 480.0 499.0 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.0 0.0 0.0 1.0 0 0 0.0 41 NaN NaN
3 36 0.12528 0.0974 0.0874 0.08490 0.0249 0.06000 6.0 9.0 113.0 True False 800.0 819.0 5.0 5.0 29.0 7 115.0 0.0 1.0 4.0 10056.0 14.0 0.0 0.0 1444.0 0.04 30754.0 26.0 0.76 0.0 0.15 True 2875.000000 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 16 77296 10000 321.45 5143.20 4091.09 1052.11 -108.01 0.0 0.0 0.0 0.0 1.0 0 0 0.0 158 25000.0 49999.0
4 36 0.24614 0.2085 0.1985 0.18316 0.0925 0.09066 3.0 4.0 44.0 True False 680.0 699.0 19.0 19.0 49.0 6 220.0 1.0 9.0 0.0 0.0 0.0 0.0 0.0 6193.0 0.81 695.0 39.0 0.95 2.0 0.26 True 9583.333333 1.0 11.0 11.0 0.0 0.0 11000.0 9947.9 NaN 0 NaN 6 102670 15000 563.97 2819.85 1563.22 1256.63 -60.27 0.0 0.0 0.0 0.0 1.0 0 0 0.0 20 100000.0 100000.0
In [125]:
df_numical[['BorrowerAPR', 'CreditScoreRangeUpper']].describe()
Out[125]:
BorrowerAPR CreditScoreRangeUpper
count 113041.000000 112475.000000
mean 0.218980 704.524961
std 0.080483 66.635895
min 0.006530 19.000000
25% 0.156290 679.000000
50% 0.209840 699.000000
75% 0.283860 739.000000
max 0.512290 899.000000
In [126]:
plt.scatter(data = df_numical, x = 'CreditScoreRangeUpper', y = 'BorrowerAPR')
plt.title('Credit Score(Upper Range) & Borrower APR')
plt.xlabel('Credit Score')
plt.ylabel('APR')

plt.xlim(300,910);# remove 0 credit score

0 credit score caused confusion on the graph, so xlim was held from 300 to 910

In [127]:
plt.figure(figsize=(10,5))

sb.regplot(data = df_numical, x = 'CreditScoreRangeUpper', y = 'BorrowerAPR', x_jitter= 0.3,
          scatter_kws = {'alpha' : 1/20})
plt.title('Credit Score(Upper Range) & Borrower APR')
plt.xlabel('Credit Score')
plt.ylabel('APR')

plt.xlim(300,910);

By holding 1/20 alpha on the regression plot we can see negative relationship between credit score and APR,
as Credit score increase APR tends to decrease.

In [128]:
plt.scatter(data = df_numical, x = 'TotalCreditLinespast7years', y = 'BorrowerAPR')
plt.title('Total Credit Lines (past 7 years) & Borrower APR')
plt.xlabel('Total Credit Lines')
plt.ylabel('APR');
In [129]:
sb.regplot(data = df_numical, x = 'TotalCreditLinespast7years', y = 'BorrowerAPR', x_jitter= 0.3,
          scatter_kws = {'alpha' : 1/20})
plt.title('Total Credit Lines (past 7 years) & Borrower APR')
plt.xlabel('Total Credit Lines')
plt.ylabel('APR')
Out[129]:
Text(0, 0.5, 'APR')

No correlation was found between APR and Total Credit Line count in past 7 years

In [130]:
# loan_closed data contains paid off loan data
loan_closed = df_clean[df_clean['EstimatedReturn'].isnull()]
In [131]:
plt.scatter(data = loan_unclosed, x = 'EstimatedLoss', y = 'EstimatedReturn', alpha= 1/20)
plt.title('Estimated Loss & Estimated Return')
plt.xlabel('Loss (Estimated)')
plt.ylabel('Return (Estimated)');

On loan_closed data estimated return and loss have positive relationship, as estimated return increase estimated loss increase

In [132]:
loan_closed.head()
Out[132]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
0 1021339766868145413AB3B 2007-08-26 C 36 Completed 2009-08-14 0.16516 0.1580 0.1380 NaN NaN NaN NaN NaN NaN 0 CO Other Self-employed 2.0 True True NaN 2007-08-26 640.0 659.0 2001-10-11 5.0 4.0 12.0 1 24.0 3.0 3.0 2.0 472.0 4.0 0.0 0.0 0.0 0.00 1500.0 11.0 0.81 0.0 0.17 True 3083.333333 E33A3400205839220442E84 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 78 19141 9425 2007-09-12 330.43 11396.14 9425.00 1971.14 -133.18 0.0 0.00 0.00 0.00 1.0 0 0 0.0 258 25000.0 49999.0 Q3 2007
2 0EE9337825851032864889A 2007-01-05 HR 36 Completed 2009-12-17 0.28269 0.2750 0.2400 NaN NaN NaN NaN NaN NaN 0 GA Other Not available NaN False True 783C3371218786870A73D20 2007-01-02 480.0 499.0 2002-07-27 NaN NaN 3.0 0 0.0 0.0 1.0 1.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.06 True 2083.333333 6954337960046817851BCB2 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 86 6466 3001 2007-01-17 123.32 4186.63 3001.00 1185.63 -24.20 0.0 0.00 0.00 0.00 1.0 0 0 0.0 41 NaN NaN Q1 2007
11 0F1734025150298088A5F2B 2007-10-09 C 36 Completed 2008-01-07 0.15033 0.1325 0.1225 NaN NaN NaN NaN NaN NaN 0 NaN Waiter/Waitress Full-time 19.0 False False NaN 2007-10-08 640.0 659.0 2000-11-13 2.0 2.0 10.0 1 40.0 3.0 5.0 3.0 2224.0 1.0 0.0 0.0 1220.0 0.32 2580.0 7.0 0.40 0.0 0.27 True 1666.666667 F375340302234633830A957 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 77 20907 1000 2007-10-18 33.81 1011.65 1000.00 11.65 -0.88 0.0 0.00 0.00 0.00 1.0 0 0 0.0 53 1.0 24999.0 Q4 2007
17 0FDF336575182398852A8DC 2006-08-15 AA 36 Chargedoff 2008-05-22 0.13202 0.1250 0.1175 NaN NaN NaN NaN NaN NaN 0 NaN Professional Not available NaN True True EF543365873906104DC9A04 2006-08-15 760.0 779.0 1990-05-19 NaN NaN 36.0 16 346.0 7.0 17.0 2.0 NaN 0.0 0.0 NaN NaN NaN NaN NaN NaN NaN 0.12 True 5833.333333 51453366538336630763636 NaN NaN NaN NaN NaN NaN NaN NaN 2239 1.0 91 2711 10000 2006-08-22 334.54 5325.33 3987.33 1338.00 -54.61 0.0 6012.65 6012.67 268.96 1.0 0 0 0.0 85 NaN NaN Q3 2006
21 1017340630713945364DA6B 2007-11-30 D 36 Completed 2010-12-12 0.21488 0.2075 0.1975 NaN NaN NaN NaN NaN NaN 0 MI Professional Full-time 36.0 False True 6C2E3384236387493493CB6 2007-11-11 620.0 639.0 2003-06-20 4.0 4.0 13.0 3 15.0 0.0 8.0 1.0 5200.0 5.0 1.0 0.0 134.0 0.08 1366.0 6.0 0.37 0.0 0.09 True 3750.000000 AAE33407411466742AA4570 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 75 23565 3000 2007-12-12 112.64 4061.05 3000.00 1061.05 -51.12 0.0 0.00 0.00 0.00 1.0 0 0 0.0 53 25000.0 49999.0 Q4 2007
In [133]:
loan_unclosed[['EstimatedLoss', 'EstimatedReturn']].describe()
Out[133]:
EstimatedLoss EstimatedReturn
count 57990.000000 57990.000000
mean 0.074416 0.091178
std 0.041272 0.024531
min 0.004900 0.037000
25% 0.042000 0.074000
50% 0.064900 0.087530
75% 0.102500 0.108000
max 0.203000 0.176100
In [134]:
bins_x = np.arange(loan_unclosed['EstimatedLoss'].min()- 0.01, 0.2, 0.01)
bins_y = np.arange(loan_unclosed['EstimatedReturn'].min() - 0.01, 0.180, 0.015)

plt.hist2d(data = loan_unclosed, x = 'EstimatedLoss', y = 'EstimatedReturn', cmin = 1,
          cmap = 'viridis_r', bins = [bins_x, bins_y])
plt.colorbar()
plt.title('Estimated Loss & Estimated Return')
plt.xlabel('Loss (Estimated)')
plt.ylabel('Return (Estimated)');

Estimated loss values are most likely to be smaller than estimated return.
If estimated loss is over 0.175, estimated return tends to be lower than 0.12.

In [135]:
sb.regplot(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedReturn');
In [136]:
sb.regplot(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedReturn', x_jitter= 0.3,
          scatter_kws = {'alpha' : 1/20})
plt.title('Loan original amount & Estimated Return')
plt.xlabel('Loan Amount')
plt.ylabel('Estimated Return');
In [137]:
sb.regplot(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedReturn', x_jitter= 0.3,
          scatter_kws = {'alpha' : 0.4})
plt.xlim(26000,36000)
plt.title('Loan original amount & Estimated Return')
plt.xlabel('Loan Amount')
plt.ylabel('Estimated Return');

It seems that borrowes original loan amounts are likely to be below 25000
It's hard to find relationship below 25000 loan amount.

In [138]:
bins_x = np.arange(loan_unclosed['LoanOriginalAmount'].min()- 500, 40000, 5000)
bins_y = np.arange(loan_unclosed['EstimatedReturn'].min() - 0.01, loan_unclosed['EstimatedReturn'].max()+ 0.01, 0.015)

plt.hist2d(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedReturn', cmin = 1,
          cmap = 'viridis_r', bins = [bins_x, bins_y])
plt.colorbar()
plt.title('Estimated Return & Loan Original Amount')
plt.xlabel('Loan Amount')
plt.ylabel('Return (Estimated)');

On the heat-map datas are highly populated under 15000 loan amount and 0.14 estimated return
There is negative relationship in the graph

In [139]:
sb.regplot(data = df_clean, x = 'LoanOriginalAmount', y = 'EstimatedLoss')
Out[139]:
<matplotlib.axes._subplots.AxesSubplot at 0x1fe30057f98>
In [140]:
sb.regplot(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedLoss', x_jitter= 0.3,
          scatter_kws = {'alpha' : 1/20})
plt.title('Loan original amount & Estimated Loss')
plt.xlabel('Loan Amount')
plt.ylabel('Estimated Loss');
In [141]:
bins_x = np.arange(loan_unclosed['LoanOriginalAmount'].min()- 500, 40000, 5000)
bins_y = np.arange(loan_unclosed['EstimatedLoss'].min() - 0.01, loan_unclosed['EstimatedLoss'].max(), 0.015)

plt.hist2d(data = loan_unclosed, x = 'LoanOriginalAmount', y = 'EstimatedLoss', cmin = 1,
          cmap = 'viridis_r', bins = [bins_x, bins_y])
plt.colorbar()
plt.title('Estimated Loss & Loan Original Amount')
plt.xlabel('Loan Amount')
plt.ylabel('Loss (Estimated)');

Likewise estimated return and loan amounnt relationship,
Estimated loss and loan amount have similar shape on the graph,
Estimated loss and loan amount have negative relationship

In [142]:
# APR by CreditGrade, Occupation(top count 5), BorrowerState(top 10)
In [143]:
grade_order = ['AA','A','B','C','D','E','HR','NC']
In [144]:
sb.boxplot(data = df_clean, x = 'CreditGrade', y = 'BorrowerAPR',
           order = grade_order, color = base_color)
plt.title('APR by Credit Grade')
plt.xlabel('Credit Grade')
plt.ylabel('Borrower APR');

As Credit score decrease APR increased
However, No credit grade had lower APR than 'E' and 'HR' grade,
also No credit grade max value is lower than 'C','D','E','HR'

In [145]:
top_5 =df_clean['Occupation'].value_counts().head(5).index
In [146]:
sb.boxplot(data= df_clean, x = 'Occupation', y = 'BorrowerAPR', order = top_5, color = base_color)
plt.xticks(rotation = 15)
plt.title('Borrower APR by Occupation')
plt.ylabel('APR')
plt.xlabel('Occupation (top 5)')
Out[146]:
Text(0.5, 0, 'Occupation (top 5)')

Half of datas are from top 5 occupation count,
Executive occupation has highest minimum APR,
computer programmer had second highest minimum APR. However, programmer had lowest median on the APR.
There is no big difference between 5 occupations max value.

In [147]:
top_10 =df_clean['BorrowerState'].value_counts().head(10).index
sb.boxplot(data= df_clean, x = 'BorrowerState', y = 'BorrowerAPR', order = top_10, color = base_color)
plt.title('Borrower APR by Borrower State')
plt.ylabel('APR')
plt.xlabel('State(top 10)')
Out[147]:
Text(0.5, 0, 'State(top 10)')

Top 10 value count on state have 55% of datas
According to box-plot Florida, Georgia, Ohaio, Virginia state had higher minimum APR than other 6 states

In [148]:
sb.violinplot(data = df_clean, x = 'CreditGrade', y = 'BorrowerAPR',
           order = grade_order, color = base_color)
plt.title('APR by Credit Grade')
plt.xlabel('Credit Grade')
plt.ylabel('Borrower APR');
In [149]:
sb.violinplot(data= df_clean, x = 'Occupation', y = 'BorrowerAPR', order = top_5, color = base_color)
plt.xticks(rotation = 15)
plt.title('Borrower APR by Occupation')
plt.ylabel('APR')
plt.xlabel('Occupation (top 5)')
Out[149]:
Text(0.5, 0, 'Occupation (top 5)')
In [150]:
top_10 =df_clean['BorrowerState'].value_counts().head(10).index
sb.violinplot(data= df_clean, x = 'BorrowerState', y = 'BorrowerAPR', order = top_10, color = base_color)
plt.title('Borrower APR by Borrower State')
plt.ylabel('APR')
plt.xlabel('State(top 10)')
Out[150]:
Text(0.5, 0, 'State(top 10)')
In [151]:
g = sb.FacetGrid(data = df_clean, col = 'CreditGrade', col_wrap= 4, col_order=grade_order, sharey= False)
g.map(plt.hist, 'BorrowerAPR')
g.set_titles('{col_name}')
Out[151]:
<seaborn.axisgrid.FacetGrid at 0x1fe2ee2bb70>

The higer Credit grades are APR is more likely to be right skewed, credit score below E are more likely to be left skewed

In [152]:
g = sb.FacetGrid(data = df_clean , col = 'Occupation', col_wrap= 4,
                 col_order=df_clean['Occupation'].value_counts().index,
                 sharey= False)
g.map(plt.hist, 'BorrowerAPR')
g.set_titles('{col_name}')
Out[152]:
<seaborn.axisgrid.FacetGrid at 0x1fe2f9fd7f0>
In [153]:
g = sb.FacetGrid(data = df_clean , col = 'Occupation', col_wrap= 4, col_order=top_5, sharey= False)
g.map(plt.hist, 'BorrowerAPR')
g.set_titles('{col_name}');

APR on top_5 seems to be normaly distibuted

In [154]:
g = sb.FacetGrid(data = df_clean , col = 'BorrowerState', col_wrap= 4, 
                 col_order=df_clean['BorrowerState'].value_counts().index, 
                 sharey= False)
g.map(plt.hist, 'BorrowerAPR')
g.set_titles('{col_name}');
In [155]:
g = sb.FacetGrid(data = df_clean , col = 'BorrowerState', col_wrap= 4, col_order=top_10, sharey= False)
g.map(plt.hist, 'BorrowerAPR')
g.set_titles('{col_name}');
In [178]:
plt.figure(figsize=(15,4))
prosper_date['IncomeRange(high)'].plot(linewidth = 0.5);
In [177]:
plt.figure(figsize=(15,4))
ax = prosper_date.loc['2009-05':'2009-08', 'IncomeRange(high)'].plot()
plt.title('Time_Series(Income)');
plt.xticks(['2009-05-01','2009-06-01','2009-07-01','2009-08-01','2009-09-01']);

It seems that there has been some problem in proper loan company or data input error.
Data between 2009 May and July have dramatically decreased.

In [158]:
prosper_date.loc['2009-03':'2009-07']['IncomeRange(high)']
#Listing Creation Date wasnt created between 2009-04-28 and 2009-07-20 
Out[158]:
ListingCreationDate
2009-04-28     49999.0
2009-07-20     74999.0
2009-07-13    100000.0
2009-07-17     74999.0
2009-07-17     99999.0
2009-07-14     49999.0
2009-07-24     49999.0
2009-07-29     49999.0
2009-07-30     74999.0
2009-05-02     49999.0
2009-07-26     49999.0
2009-07-14     74999.0
2009-07-17     49999.0
2009-07-27     49999.0
2009-07-28     99999.0
2009-07-27     24999.0
2009-07-13     74999.0
2009-07-21    100000.0
2009-07-18     74999.0
2009-07-23    100000.0
2009-07-17     74999.0
2009-07-14     49999.0
2009-07-24     74999.0
2009-07-17     99999.0
2009-07-14     49999.0
2009-07-15     49999.0
2009-07-21     74999.0
2009-07-29     49999.0
2009-07-19     74999.0
2009-07-31     74999.0
2009-07-25     24999.0
2009-07-28     74999.0
2009-04-28    100000.0
2009-07-13     49999.0
2009-07-22     49999.0
2009-07-29     49999.0
2009-04-29     74999.0
2009-07-14         0.0
2009-07-15     74999.0
2009-07-17     49999.0
2009-07-28     74999.0
2009-07-23     49999.0
2009-07-14     49999.0
2009-07-31     99999.0
2009-04-29    100000.0
2009-07-22     49999.0
2009-07-26     74999.0
2009-07-18     49999.0
2009-07-19     49999.0
2009-05-04     74999.0
2009-07-15     99999.0
2009-05-06     74999.0
2009-07-20     74999.0
2009-07-30     49999.0
2009-07-18    100000.0
2009-07-28    100000.0
2009-07-13     74999.0
2009-07-24     49999.0
2009-07-30     49999.0
2009-04-30     24999.0
2009-07-24     74999.0
2009-07-14     74999.0
2009-07-28     24999.0
2009-07-14     74999.0
2009-07-27     49999.0
2009-07-14     99999.0
2009-07-23     49999.0
2009-07-13     49999.0
2009-07-16     74999.0
2009-07-22     74999.0
2009-07-25     99999.0
2009-07-24     74999.0
2009-07-23     74999.0
2009-07-23     49999.0
2009-07-31     74999.0
2009-07-17     49999.0
2009-07-14     49999.0
2009-05-01     74999.0
2009-07-22     74999.0
2009-07-26     99999.0
2009-07-24     74999.0
2009-07-13     24999.0
2009-07-13     49999.0
2009-07-28     74999.0
2009-07-17     49999.0
2009-07-24     49999.0
2009-07-22     99999.0
2009-07-18     99999.0
2009-07-13     49999.0
2009-07-28     74999.0
2009-07-24    100000.0
2009-04-30     49999.0
2009-07-14     74999.0
2009-07-18     49999.0
2009-07-13     49999.0
2009-04-30     24999.0
2009-07-19     74999.0
2009-07-25     99999.0
2009-07-28     74999.0
2009-07-31     24999.0
2009-07-29     24999.0
2009-07-23     74999.0
2009-07-18     49999.0
2009-07-15     74999.0
2009-07-23     49999.0
2009-07-16     99999.0
2009-07-16    100000.0
2009-07-31     49999.0
2009-07-31     74999.0
2009-07-31     49999.0
2009-07-27     74999.0
2009-07-20     74999.0
2009-07-14     49999.0
2009-07-14     99999.0
2009-07-16     49999.0
2009-07-21         0.0
2009-07-14     99999.0
2009-05-04     74999.0
2009-07-15     99999.0
2009-07-31     24999.0
2009-07-25     74999.0
2009-07-17     99999.0
2009-04-30     74999.0
2009-07-31     49999.0
2009-07-15     74999.0
2009-07-24     24999.0
2009-07-28     49999.0
2009-07-27     74999.0
2009-07-27     74999.0
2009-07-18    100000.0
2009-07-21     49999.0
2009-07-16     74999.0
2009-07-28     24999.0
2009-07-13     74999.0
2009-07-24     74999.0
2009-07-30     74999.0
2009-07-19     74999.0
2009-07-13     74999.0
2009-07-28     74999.0
2009-07-15     99999.0
2009-07-15     74999.0
2009-07-22     74999.0
2009-07-14     49999.0
2009-07-23     74999.0
2009-07-21         0.0
2009-07-16    100000.0
2009-07-20     99999.0
2009-05-05    100000.0
2009-07-20     49999.0
2009-07-29     99999.0
2009-05-04     99999.0
2009-05-03     74999.0
2009-07-21     49999.0
2009-07-14     74999.0
2009-07-26     49999.0
2009-07-14     74999.0
2009-07-15     74999.0
2009-05-04     74999.0
2009-07-28     74999.0
2009-07-22     99999.0
2009-07-14     99999.0
2009-07-31     49999.0
2009-07-29     49999.0
2009-07-19     74999.0
2009-07-17    100000.0
2009-04-30     24999.0
2009-04-28     49999.0
2009-07-14    100000.0
2009-05-02     74999.0
2009-05-03     74999.0
2009-07-31     74999.0
2009-07-21     74999.0
2009-07-24     74999.0
2009-07-31    100000.0
2009-07-14     74999.0
2009-07-15     49999.0
2009-04-28     74999.0
2009-07-21     99999.0
2009-07-17     74999.0
2009-07-27     49999.0
2009-07-29     99999.0
2009-07-24     99999.0
2009-07-23     74999.0
2009-07-21     99999.0
2009-04-28     49999.0
2009-05-02    100000.0
2009-07-27     99999.0
2009-04-28     49999.0
2009-07-20     49999.0
2009-05-04     49999.0
2009-07-24    100000.0
2009-07-15    100000.0
2009-07-27         0.0
2009-07-15     74999.0
2009-07-16     74999.0
2009-07-27     49999.0
2009-07-23     99999.0
2009-07-15     99999.0
2009-07-26     99999.0
2009-07-31     49999.0
2009-07-28     74999.0
2009-04-29     49999.0
2009-05-02     49999.0
2009-07-13     49999.0
2009-07-15    100000.0
2009-07-21    100000.0
2009-07-13     74999.0
2009-07-25     24999.0
2009-07-13     49999.0
Name: IncomeRange(high), dtype: float64

Multivariate

In [159]:
df_clean['IncomeRange(high)'].describe()
Out[159]:
count    105325.000000
mean      71026.947923
std       24968.322763
min           0.000000
25%       49999.000000
50%       74999.000000
75%       99999.000000
max      100000.000000
Name: IncomeRange(high), dtype: float64
In [160]:
g = sb.FacetGrid(data = df_clean, hue = 'CreditGrade', size = 5)
g.map(plt.scatter, 'IncomeRange(high)','BorrowerAPR')
g.add_legend()
plt.title('Credit Grade by Income and APR')
C:\Users\china\Anaconda3\lib\site-packages\seaborn\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.
  warnings.warn(msg, UserWarning)
Out[160]:
Text(0.5, 1.0, 'Credit Grade by Income and APR')
In [179]:
g = sb.FacetGrid(data = df_clean, hue = 'LoanOrigination(Year)', height = 5)
g.map(plt.scatter, 'CreditScoreRangeUpper','BorrowerAPR')
plt.legend(bbox_to_anchor=(1.2,0.8))
plt.title('Year by Credit Score and APR')
plt.xlabel('Credit Score')
plt.ylabel('APR')
plt.xlim(300,900);
In [162]:
g = sb.FacetGrid(data = df_clean, col = 'LoanOrigination(Year)', col_wrap=4, sharex=False)
g.map(plt.scatter, 'CreditScoreRangeUpper','BorrowerAPR', alpha = 1/10);
g.set_titles('{col_name}');

According to facet scatter plot, year 2005 credit score and APR data are missing. The year before 2008 no credit score record were found. However, from 2008 only credit score above 500 were seen on the plots. As time flow by year the relationship between credit score and APR became clear. Negative relationship were found between credit score and APR, as credit score went up APR went down.

In [163]:
df_clean[df_clean['LoanOrigination(Year)'] == '2005'] # year 2005 data has a lot of missing values
Out[163]:
ListingKey ListingCreationDate CreditGrade Term LoanStatus ClosedDate BorrowerAPR BorrowerRate LenderYield EstimatedEffectiveYield EstimatedLoss EstimatedReturn ProsperRating(numeric) ProsperRating(alpha) ProsperScore ListingCategory BorrowerState Occupation EmploymentStatus EmploymentStatusDuration IsBorrowerHomeowner CurrentlyInGroup GroupKey DateCreditPulled CreditScoreRangeLower CreditScoreRangeUpper FirstRecordedCreditLine CurrentCreditLines OpenCreditLines TotalCreditLinespast7years OpenRevolvingAccounts OpenRevolvingMonthlyPayment InquiriesLast6Months TotalInquiries CurrentDelinquencies AmountDelinquent DelinquenciesLast7Years PublicRecordsLast10Years PublicRecordsLast12Months RevolvingCreditBalance BankcardUtilization AvailableBankcardCredit TotalTrades TradesNeverDelinquent (percentage) TradesOpenedLast6Months DebtToIncomeRatio IncomeVerifiable StatedMonthlyIncome LoanKey TotalProsperLoans TotalProsperPaymentsBilled OnTimeProsperPayments ProsperPaymentsLessThanOneMonthLate ProsperPaymentsOneMonthPlusLate ProsperPrincipalBorrowed ProsperPrincipalOutstanding ScorexChangeAtTimeOfListing LoanCurrentDaysDelinquent LoanFirstDefaultedCycleNumber LoanMonthsSinceOrigination LoanNumber LoanOriginalAmount LoanOriginationDate MonthlyLoanPayment LP_CustomerPayments LP_CustomerPrincipalPayments LP_InterestandFees LP_ServiceFees LP_CollectionFees LP_GrossPrincipalLoss LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments PercentFunded Recommendations InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors IncomeRange(low) IncomeRange(high) LoanOrigination(Quarter) LoanOrigination(Year)
2543 044B3365298516680DA929B 2005-11-28 HR 36 Completed 2006-01-06 NaN 0.10000 0.0950 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 5BE63365249159793785758 2005-11-28 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.02685 True 8333.333333 C1C4336516803221710615B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 19 4200 2005-12-12 99.40 4227.03 4200.0 27.03 -4.02 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 5 NaN NaN Q4 2005
25166 B3083364738592238DBDA63 2005-11-15 AA 36 Completed 2005-11-29 NaN 0.04350 0.0385 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-15 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.04120 True 9166.666667 C29A3366376042420E5D6F4 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 5 1000 2005-11-23 29.68 1000.72 1000.0 0.72 -0.42 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 3 NaN NaN Q4 2005
25330 B6C33364979883097BBCD77 2005-11-29 AA 36 Completed 2006-03-21 NaN 0.06395 0.0552 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False BA973366260114148BF757A 2005-11-29 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.07707 True 7083.333333 A5A53366276781033D5C4FF NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 18 1500 2005-12-08 45.90 1519.59 1500.0 19.59 -1.30 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 4 NaN NaN Q4 2005
29773 3480336511078238810A782 2005-11-18 AA 36 Completed 2008-06-05 NaN 0.06000 0.0550 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 94E9336577086235891524E 2005-11-18 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01923 True 8333.333333 44DA3365766842096917FF8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 14 3000 2005-12-05 91.27 3203.37 3000.0 203.37 -16.08 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 10 NaN NaN Q4 2005
39870 B6E73366056348939D8801F 2005-11-20 C 36 Completed 2006-10-24 NaN 0.12000 0.1150 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 12D7336581480170815332C 2005-11-20 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.29069 True 3333.333333 464E3365851398474A175A8 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 6 15000 2005-11-25 498.21 16445.53 15000.0 1445.53 -53.96 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 6 NaN NaN Q4 2005
43587 2F123364529418907A58D4C 2005-11-18 AA 36 Completed 2005-11-29 NaN 0.08500 0.0750 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-16 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01510 True 18333.333333 051C3366339161583A81E4D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 10 5000 2005-11-28 157.84 5001.10 5000.0 1.10 -1.10 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 6 NaN NaN Q4 2005
62297 2F25336514614362295DA03 2005-11-15 E 36 Completed 2005-11-30 NaN 0.17000 0.1150 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 5BE63365249159793785758 2005-11-09 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01783 True 10000.000000 81EF336558129564212843B NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 2 1000 2005-11-18 35.65 1003.95 1000.0 3.95 -0.42 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 1 NaN NaN Q4 2005
73945 8D5F33655433257693D8033 2005-11-18 HR 36 Completed 2006-01-06 NaN 0.25000 0.2450 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-18 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01234 True 29166.666667 9B343364431011460DD5847 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 4 2500 2005-11-22 99.40 2576.56 2500.0 76.56 -2.08 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 1 NaN NaN Q4 2005
74114 0B4133652604109810CAA3B 2005-11-28 AA 36 Completed 2008-12-08 NaN 0.06000 0.0550 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-28 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01115 True 9458.333333 32233364725508802D1C433 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 16 1000 2005-12-07 30.42 1095.21 1000.0 95.21 -7.61 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 7 NaN NaN Q4 2005
75710 F7C53365521712881842072 2005-11-20 C 36 Completed 2005-11-30 NaN 0.10000 0.0750 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False F0B53365823807576457B84 2005-11-16 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.09451 True 6666.666667 5B013365507761133BD470D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 12 4000 2005-11-29 129.07 4000.88 4000.0 0.88 -0.88 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 3 NaN NaN Q4 2005
78414 468C3366438848688B8B5B4 2005-11-18 AA 36 Completed 2006-01-09 NaN 0.13000 0.1250 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-17 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01289 True 8333.333333 9B0C33664264358299699CB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 3 2000 2005-11-22 67.39 2033.90 2000.0 33.90 -1.68 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 2 NaN NaN Q4 2005
80369 54A833661083301426FFC90 2005-12-03 AA 36 Completed 2006-01-06 NaN 0.06500 0.0550 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False ACFB3365095848727895936 2005-11-28 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.09802 True 4166.666667 335E3365194260894C5E804 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 20 2689 2005-12-15 82.42 2698.72 2689.0 9.72 -1.12 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 10 NaN NaN Q4 2005
81848 584D3364403680278BB6704 2005-11-21 D 36 Completed 2008-03-18 NaN 0.13000 0.0950 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False C846336482206839928D78F 2005-11-21 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.38380 True 1083.333333 732433648623176525D594A NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 8 4000 2005-11-28 88.12 4705.19 4000.0 705.19 -25.67 -123.3229 0.0 0.0 0.0 1.000 0 0 0.0 4 NaN NaN Q4 2005
90598 B87F3364623805558A45EAB 2005-11-18 B 36 Completed 2005-11-29 NaN 0.12000 0.1150 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-18 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01051 True 16666.666667 979E3364988299845A2A448 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 9 1000 2005-11-28 33.21 1000.33 1000.0 0.33 -0.33 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 4 NaN NaN Q4 2005
92516 80373365765621932269C34 2005-12-05 AA 36 Completed 2008-07-06 NaN 0.07000 0.0650 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False B8143364846229046768A83 2005-12-05 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.04569 True 12500.000000 A1DA3366059246188A8B750 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 15 3500 2005-12-06 0.00 3793.45 3500.0 293.45 -23.12 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 5 NaN NaN Q4 2005
103509 0E0F336443449038617E9F4 2005-12-21 A 36 Completed 2008-12-30 NaN 0.09450 0.0845 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False F63E33645133664151DBF61 2005-12-20 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.07015 True 12500.000000 11463365963100969351D1D NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 22 8998 2005-12-30 288.02 10295.97 8998.0 1297.97 -69.17 0.0000 0.0 0.0 0.0 1.011 0 0 0.0 14 NaN NaN Q4 2005
105925 B01233643651103736EE3B6 2005-11-18 AA 36 Completed 2005-12-28 NaN 0.08500 0.0750 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False F0B53365823807576457B84 2005-11-18 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.02743 True 6666.666667 EB8E3365902019869B4F403 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 11 5000 2005-11-28 157.84 5003.60 5000.0 3.60 -2.38 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 6 NaN NaN Q4 2005
106465 B8D63366141679436131B1C 2005-11-20 NC 36 Completed 2006-01-06 NaN 0.09000 0.0850 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False 12D7336581480170815332C 2005-11-09 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.03826 True 4166.666667 3FCC336526459619860F893 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 7 4800 2005-11-25 152.64 4849.36 4800.0 49.36 -4.00 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 1 NaN NaN Q4 2005
106735 97B333660731451030726AF 2005-11-11 AA 36 Completed 2006-02-07 NaN 0.05950 0.0545 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False NaN 2005-11-11 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01747 True 14583.333333 5FEA3365823284105CDF615 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 13 1500 2005-11-30 45.60 1516.58 1500.0 16.58 -0.84 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 5 NaN NaN Q4 2005
109027 F59D33647178242776CD53B 2005-11-29 AA 36 Completed 2006-01-06 NaN 0.06000 0.0550 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False B8143364846229046768A83 2005-11-28 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.02217 True 25000.000000 AC4B33651299629964273AE NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 21 3000 2005-12-15 0.00 3010.85 3000.0 10.85 -1.24 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 8 NaN NaN Q4 2005
111607 84CC3365208034255DDCB47 2005-11-28 B 36 Completed 2005-12-08 NaN 0.06500 0.0600 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False B8143364846229046768A83 2005-11-28 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.01404 True 16666.666667 31AC3364816494648054FCB NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 99 17 3000 2005-12-07 91.95 3000.53 3000.0 0.53 -0.53 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 5 NaN NaN Q4 2005
113921 D21A33647075665665BE266 2005-11-09 AA 36 Completed 2005-11-25 NaN 0.04000 0.0350 NaN NaN NaN NaN NaN NaN 0 NaN NaN NaN NaN False False B8143364846229046768A83 2005-11-09 NaN NaN NaT NaN NaN NaN 0 0.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.23284 True 12500.000000 30FD3365652573455326F15 NaN NaN NaN NaN NaN NaN NaN NaN 0 NaN 100 1 1000 2005-11-15 29.52 1000.89 1000.0 0.89 -0.88 0.0000 0.0 0.0 0.0 1.000 0 0 0.0 1 NaN NaN Q4 2005
In [164]:
g = sb.FacetGrid(data = df_clean, hue = 'CreditGrade', height = 5)
g.map(plt.scatter, 'CreditScoreRangeUpper','BorrowerAPR')
plt.legend(['AA','A','B','C','D','E','HR', 'NC'], bbox_to_anchor=(1.2,0.8))
plt.title('Credit Grade by Credit Score and APR')
plt.xlabel('Credit Score')
plt.ylabel('APR')
plt.xlim(300,900);
In [165]:
g = sb.FacetGrid(data = df_clean, col = 'CreditGrade',col_order=grade_order, col_wrap=4)
g.map(plt.scatter, 'CreditScoreRangeUpper','BorrowerAPR', alpha = 1/20)
g.set_titles('{col_name}');

These plot clearly shows that higher credit grade and score have lower APR.

In [166]:
g = sb.FacetGrid(data = df_clean, hue = 'CreditGrade', height = 5)
g.map(plt.scatter, 'TotalCreditLinespast7years','BorrowerAPR')
plt.legend(['AA','A','B','C','D','E','HR', 'NC'], bbox_to_anchor=(1.2,0.8))
plt.title('Credit Grade by Total Credit Line in 7 years and APR')
plt.xlabel('Total Credit Line (7)')
plt.ylabel('APR');
In [167]:
g = sb.FacetGrid(data = df_clean, col = 'CreditGrade',col_order=grade_order, col_wrap=4,sharex=False)
g.map(plt.scatter, 'TotalCreditLinespast7years','BorrowerAPR', alpha = 1/20);
g.set_titles('{col_name}');

There is no relationship found between APR and credit line count in 7 years

In [168]:
df_clean['ProsperRating(alpha)'].unique()
Out[168]:
array([nan, 'A', 'D', 'B', 'E', 'C', 'AA', 'HR'], dtype=object)
In [169]:
Rating_order=['AA','A','B','C','D','E','HR']
In [170]:
g = sb.FacetGrid(data = df_clean, hue = 'ProsperRating(alpha)', height = 5)
g.map(plt.scatter, 'EstimatedLoss','EstimatedReturn')
plt.legend(['AA','A','B','C','D','E','HR'], bbox_to_anchor=(1.2,0.8))
plt.title('Prosper Rating by Loss and Return(Estimated)');
plt.xlabel('Loss(Estimated)')
plt.ylabel('Return(Estimated)');
In [180]:
g = sb.FacetGrid(data = df_clean, col = 'ProsperRating(alpha)',col_order=Rating_order, col_wrap=4)
g.map(plt.scatter, 'EstimatedLoss', 'EstimatedReturn', alpha = 0.2);

On above scatter-plots clearly shows that as credit grade decreased estimated loss decreased.

In [172]:
g = sb.FacetGrid(data = df_clean, hue = 'ProsperRating(alpha)', height = 5)
g.map(plt.scatter, 'LoanOriginalAmount','EstimatedReturn')
plt.legend(['AA','A','B','C','D','E','HR'], bbox_to_anchor=(1.2,0.8))
plt.title('Prosper Rating by Loan Amount and Estimated Return')
plt.xlabel('Loan Amount')
plt.ylabel('Return (Estimated)');
In [181]:
g = sb.FacetGrid(data = df_clean, col = 'ProsperRating(alpha)',col_order=Rating_order, col_wrap=4)
g.map(plt.scatter, 'LoanOriginalAmount', 'EstimatedReturn', alpha = 0.2);
g.set_titles('{col_name}');

Loan Original Amount decreses as credit grade decreas and estimate return also decreases, 'HR' grade is the only one with high frequancy on negative estimate return.

In [ ]: